{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Modelagem por tópicos notícias mediacloud sobre ANTT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Tópicos disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANTT/mediacloud-analysis/option2/media-antt-option2-topics.csv\n",
    "##### Thetas disponível em: https://github.com/fabsfernandes/regulatory-agencies/blob/master/ANTT/mediacloud-analysis/option2/media-antt-option2-thetas.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Opção 2: 30 tópicos, algoritmo LDA, API Mallet, alpha 0.00001"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Importando pacotes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Enable logging and ignore warnings\n",
    "import logging\n",
    "logging.basicConfig(format='%(asctime)s : %(levelname)s : %(message)s', level=logging.ERROR)\n",
    "import warnings\n",
    "#warnings.filterwarnings(\"ignore\")\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "\n",
    "\n",
    "import nltk; \n",
    "#nltk.download('stopwords')\n",
    "\n",
    "import re\n",
    "warnings.filterwarnings(\"ignore\",category=DeprecationWarning)\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pprint import pprint\n",
    "\n",
    "# Gensim\n",
    "import gensim\n",
    "import gensim.corpora as corpora\n",
    "from gensim.utils import simple_preprocess\n",
    "from gensim.models import CoherenceModel\n",
    "from gensim.models import Phrases\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "# Plotting tools\n",
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>website</th>\n",
       "      <th>url</th>\n",
       "      <th>publication_date</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4615</th>\n",
       "      <td>5770861</td>\n",
       "      <td>Agência Brasil (EBC)</td>\n",
       "      <td>http://agenciabrasil.ebc.com.br/economia/notic...</td>\n",
       "      <td>2019-02-19T00:27:00+00:00</td>\n",
       "      <td>Contrato de Porto do Açu deve gerar 13,5 mil ...</td>\n",
       "      <td>O ministro de Infraestrutura, Tarcísio Gomes ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4616</th>\n",
       "      <td>5772674</td>\n",
       "      <td>g1</td>\n",
       "      <td>https://g1.globo.com/pe/petrolina-regiao/notic...</td>\n",
       "      <td>2019-02-19T22:16:44+00:00</td>\n",
       "      <td>Empresários de transporte alternativo realiza...</td>\n",
       "      <td>Manifestantes reivindicam a suspensão da Oper...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4617</th>\n",
       "      <td>5774091</td>\n",
       "      <td>Extra</td>\n",
       "      <td>https://extra.globo.com/noticias/extra-extra/a...</td>\n",
       "      <td>2019-02-20T12:08:45-03:00</td>\n",
       "      <td>Agência de Transportes Terrestres vai discuti...</td>\n",
       "      <td>Obras de duplicação da BR-101 entre o Rio de ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           id               website  \\\n",
       "4615  5770861  Agência Brasil (EBC)   \n",
       "4616  5772674                    g1   \n",
       "4617  5774091                 Extra   \n",
       "\n",
       "                                                    url  \\\n",
       "4615  http://agenciabrasil.ebc.com.br/economia/notic...   \n",
       "4616  https://g1.globo.com/pe/petrolina-regiao/notic...   \n",
       "4617  https://extra.globo.com/noticias/extra-extra/a...   \n",
       "\n",
       "               publication_date  \\\n",
       "4615  2019-02-19T00:27:00+00:00   \n",
       "4616  2019-02-19T22:16:44+00:00   \n",
       "4617  2019-02-20T12:08:45-03:00   \n",
       "\n",
       "                                                  title  \\\n",
       "4615   Contrato de Porto do Açu deve gerar 13,5 mil ...   \n",
       "4616   Empresários de transporte alternativo realiza...   \n",
       "4617   Agência de Transportes Terrestres vai discuti...   \n",
       "\n",
       "                                                   text  \n",
       "4615   O ministro de Infraestrutura, Tarcísio Gomes ...  \n",
       "4616   Manifestantes reivindicam a suspensão da Oper...  \n",
       "4617   Obras de duplicação da BR-101 entre o Rio de ...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/Users/fabiola/Desktop/FGV/ANTT/mediacloud-analysis/media_antt_export_final_order_without_barretos.csv')\n",
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias com duplicatas: 4618\n"
     ]
    }
   ],
   "source": [
    "print('### No total de notícias com duplicatas:', len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Remove duplicated news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de notícias sem duplicatas: 4235\n"
     ]
    }
   ],
   "source": [
    "df.set_index('id', inplace=True)\n",
    "df.drop_duplicates(subset='title', inplace=True)\n",
    "print('### No total de notícias sem duplicatas:', len(df))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## TODO: run if enough time!!\n",
    "\n",
    "from difflib import SequenceMatcher\n",
    "\n",
    "def similar(a, b):\n",
    "    return SequenceMatcher(None, a, b).ratio()\n",
    "\n",
    "to_be_droped = []\n",
    "for index1, row in df.iterrows():\n",
    "    print(index1, end=',')\n",
    "    for index2, row in df.iterrows():\n",
    "        n1 = df.get_value(index1,'text')\n",
    "        n2 = df.get_value(index2,'text')\n",
    "        try:\n",
    "            if similar(n1,n2) > 0.7:\n",
    "                to_be_droped.append(index2)\n",
    "        except TypeError:\n",
    "            # do nothing\n",
    "            print('',end=' ')\n",
    "            #print('error in', index1, index2)\n",
    "print(to_be_droped)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### NLP Pipeline - Pré-processamento e limpeza dos documentos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# NLTK Stop words\n",
    "from nltk.corpus import stopwords\n",
    "stop_words = stopwords.words('portuguese')\n",
    "stop_words.extend([\n",
    "    'ser','sao','sera','serao','serem','ha', 'sendo',\n",
    "    'esta','estao','estara','estar','terao','ter','tera','pode','podem','deve','devem','devera','deverao','podera','fez','vem','quer',\n",
    "    'vai','disse','fazer','vao','vamos','acho','preciso','ficar','falar','diz','afirmou','faz',\n",
    "    'nesta','neste','desse','nesse','deste','destes','desses','nesses','desta','nessa','dessa',\n",
    "    'cada','todo','todos','toda','todas','qualquer','outros','outro','outras','outra','quanto','alguns','algum','mesma','mesmo','nada',\n",
    "    'tais','quais','tudo','cerca','maior','menor',\n",
    "    'nº','nº','ii','iii',\n",
    "    'nao','ja','tambem','porque','ainda','apenas','entao','pois','sempre','assim',\n",
    "    'sobre','ate','durante','alem','desde','sob','apos','contra','onde',\n",
    "    'voce','aqui','hoje',\n",
    "    'getdata','var','function','return','tostring','window','clique_aqui','feira','ml',\n",
    "    'en','la','los','ai',\n",
    "    'anatel','telefonia',\n",
    "    'jl_zz', 'ss', 'js_ls', 'oz_ss', 'kql', 'i_', 'il', 'il_this', 'ij_this', 'jl', 'zz', 'js', 'ls', 'oz', 'ss', 'i', 'il', 'ij', 'lz','sl', 'ol',\n",
    "    'string', 'fromcharcode', 'length', 'arguments', 'push',\n",
    "    'si', 'ie', 'rgb', 'typeof', 'ie', 'apply', 'android', 'test', 'sz', 'iz', 'cdata', 'lj', 'mobi', 'attachevent', 'el',\n",
    "    'new', 'date', 'lo', 'void', 'li', 'o_', 'o',\n",
    "    'zi', 'vi', 'et', 'if', 'l', 'z', 'j', 'z_', 'j_', 'null', 'this', 'jj', 'zj', 'sj', 'll', 'ji', 'exec',\n",
    "    'voce','diz','entao','vai','pra','diz','la','ai','assim',\n",
    "    'tambores', 'tres tambores',\n",
    "    'prea', 'sa', 'agaªncia', 'aµes', 'tamba', 'paa', 'paralisaa', 'decisa', 'apa³s', 'a³rga', 'unia', 'brasa_lia', 'ma',\n",
    "     'milhaµes', 'sa³',\n",
    "    'agência', 'agencia','nacional', 'transporte', 'terrestre',\n",
    "    'antt'\n",
    "    #'pe', 'ma', 'pi', 'mt', 'pa', 'sp', 'rj', 'es', 'mg', 'ba', 'pr', 'rs', 'ce', 'go', 'sc',\n",
    "    #'goias', 'piaui', 'maranhao', 'minas', 'norte', 'sul',\n",
    "    #'janeiro', 'fevereiro', 'marco', 'abril', 'maio', 'junho', 'julho', 'agosto', 'setembro', 'outubro', 'novembro', 'dezembro',\n",
    "    #'agencia', 'nacional', 'assessoria',\n",
    "    #'quarta', 'quinta', 'sexta', 'terca', 'segunda',\n",
    "    #'dias', 'paulo', 'rio',\n",
    "    #'silva', 'brasilia', 'social', 'partir',\n",
    "    ])\n",
    "\n",
    "# Convert to list\n",
    "data = df['text'].values.tolist()\n",
    "\n",
    "data = [sent if not pd.isnull(sent) else '' for sent in data]\n",
    "#data = [sent for sent if not pd.isnull(sent) else '-' for sent in data ]\n",
    "\n",
    "# Remove Emails\n",
    "data = [re.sub('\\S*@\\S*\\s?', '', sent) for sent in data if not pd.isnull(sent)]\n",
    "\n",
    "# Remove new line characters\n",
    "data = [re.sub('\\s+', ' ', sent) for sent in data]\n",
    "\n",
    "# Remove distracting single quotes\n",
    "data = [re.sub(\"\\'\", \"\", sent) for sent in data]\n",
    "\n",
    "\n",
    "# Convert to words (tokenize)\n",
    "def sent_to_words(sentences):\n",
    "    for sentence in sentences:\n",
    "        yield(gensim.utils.simple_preprocess(str(sentence), deacc=True))  # deacc=True removes punctuations\n",
    "\n",
    "data_words = list(sent_to_words(data))\n",
    "\n",
    "\n",
    "# Build bigram and trigram models\n",
    "bigram = gensim.models.Phrases(data_words, min_count=5, threshold=100)\n",
    "trigram = gensim.models.Phrases(bigram[data_words], threshold=100)  \n",
    "bigram_mod = gensim.models.phrases.Phraser(bigram)\n",
    "trigram_mod = gensim.models.phrases.Phraser(trigram)\n",
    "\n",
    "\n",
    "# Define functions for stopwords, bigrams, trigrams\n",
    "def remove_stopwords(texts):\n",
    "    return [[word for word in simple_preprocess(str(doc)) if word not in stop_words] for doc in texts]\n",
    "\n",
    "def make_bigrams(texts):\n",
    "    return [bigram_mod[doc] for doc in texts]\n",
    "\n",
    "def make_trigrams(texts):\n",
    "    return [trigram_mod[bigram_mod[doc]] for doc in texts]\n",
    "\n",
    "# Remove Stop Words\n",
    "data_words_nostops = remove_stopwords(data_words)\n",
    "\n",
    "# Form Bigrams\n",
    "data_words_trigrams = make_trigrams(data_words_nostops)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Criação do dicionário e corpus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### No total de palavras diferentes: 17534\n",
      "### No total de palavras: 845385\n"
     ]
    }
   ],
   "source": [
    "# Create Dictionary\n",
    "id2word = corpora.Dictionary(data_words_trigrams)\n",
    "\n",
    "# filter by frequency\n",
    "id2word.filter_extremes(no_below=4, no_above=0.6)\n",
    "\n",
    "# Create Corpus\n",
    "texts = data_words_trigrams\n",
    "\n",
    "# Term Document Frequency\n",
    "corpus = [id2word.doc2bow(text) for text in texts]\n",
    "\n",
    "# Human readable format of corpus (term-frequency)\n",
    "## [[(id2word[id], freq) for id, freq in cp] for cp in corpus[:100]]\n",
    "\n",
    "print('### No total de palavras diferentes:', len(id2word))\n",
    "\n",
    "total = 0\n",
    "for cp in corpus:\n",
    "    for id, freq in cp:\n",
    "        total += freq\n",
    "print('### No total de palavras:', total)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "cp = []\n",
    "for (id_,item) in id2word.items():\n",
    "    cp.append(item)\n",
    "cp.sort()\n",
    "\n",
    "with open('temp.txt', 'w') as f:\n",
    "    for item in cp:\n",
    "        f.write(\"%s\\n\" % item)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Criando o modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_topics = 30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mallet_path = '/Users/fabiola/Downloads/mallet-2.0.8/bin/mallet'\n",
    "ldamallet = gensim.models.wrappers.LdaMallet(mallet_path, corpus=corpus, \n",
    "                                             num_topics=num_topics, \n",
    "                                             alpha=0.00001,\n",
    "                                             iterations=300, \n",
    "                                             topic_threshold=0.1,\n",
    "                                             id2word=id2word) \n",
    "\n",
    "ldamallet.save('media-antt-option2-ldamalletmodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualizando os resultados"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\"balanca\", \"balanca\", \"balanca\", \"balanca\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"balancas\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"banco_central\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barbacena\", \"barranco\", \"barranco\", 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\"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"bebidas\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"belem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"bem\", \"benites\", \"benites\", \"benites\", \"benites\", \"benites\", \"benites\", \"benites\", \"benites\", \"benites\", \"benites\", \"benites\", \"benites\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bernardo_figueiredo\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bertioga\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilhao\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilha\\u00b5es\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhetes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bilhoes\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"bingen\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"blocos\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueando_estradas_causando_inclusive\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueio_parcial\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bloqueios\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bm_fbovespa\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"bndes\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"boa_vista\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivia\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolivianos\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"bolsa_familia\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"br\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"braga\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasa_lia\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_caminhoneiro_mubc\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasil_cna\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiro\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasileiros\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brasilia\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brs\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"brz\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"buraco\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cabo_frio\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cade\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"cais_jose_estelita\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"calculada\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camara\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"camargo_correa\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"cambio\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"camila\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", \"caminhao_leve_onibus\", 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       "\n",
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       "  s.async = true;\n",
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       "  document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
       "}\n",
       "\n",
       "if(typeof(LDAvis) !== \"undefined\"){\n",
       "   // already loaded: just create the visualization\n",
       "   !function(LDAvis){\n",
       "       new LDAvis(\"#\" + \"ldavis_el52754687512344305453476\", ldavis_el52754687512344305453476_data);\n",
       "   }(LDAvis);\n",
       "}else if(typeof define === \"function\" && define.amd){\n",
       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el52754687512344305453476\", ldavis_el52754687512344305453476_data);\n",
       "      });\n",
       "    });\n",
       "}else{\n",
       "    // require.js not available: dynamically load d3 & LDAvis\n",
       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el52754687512344305453476\", ldavis_el52754687512344305453476_data);\n",
       "            })\n",
       "         });\n",
       "}\n",
       "</script>"
      ],
      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "0      0.008455  0.065603       1        1   0.941333\n",
       "1     -0.032895  0.014066       2        1   1.416425\n",
       "2      0.029393 -0.068585       3        1   1.361102\n",
       "3      0.060388 -0.044489       4        1   1.184884\n",
       "4      0.060092 -0.066159       5        1   2.883465\n",
       "5      0.014327 -0.014851       6        1   0.991084\n",
       "6     -0.107855 -0.039313       7        1   3.910938\n",
       "7      0.044466 -0.015828       8        1   0.907081\n",
       "8      0.090672  0.025003       9        1   2.777814\n",
       "9     -0.061459 -0.002510      10        1   1.552807\n",
       "10    -0.027720  0.058334      11        1   3.851093\n",
       "11    -0.089569 -0.121195      12        1  20.501136\n",
       "12    -0.001093  0.091494      13        1   3.622509\n",
       "13    -0.017877  0.007097      14        1   1.951990\n",
       "14    -0.030436  0.091915      15        1   2.842101\n",
       "15     0.032711 -0.066241      16        1   1.467442\n",
       "16     0.041892 -0.028491      17        1   1.524341\n",
       "17    -0.024553  0.067932      18        1   1.999057\n",
       "18    -0.081880  0.038116      19        1   7.265115\n",
       "19    -0.073865 -0.108295      20        1   2.522078\n",
       "20     0.118760 -0.006953      21        1   2.783007\n",
       "21     0.108393  0.033823      22        1   1.564039\n",
       "22    -0.038908  0.057048      23        1   1.079921\n",
       "23    -0.047496  0.073235      24        1   2.340566\n",
       "24     0.045022 -0.010866      25        1   1.215520\n",
       "25     0.064707  0.023793      26        1   7.074638\n",
       "26    -0.113649 -0.029124      27        1   8.485025\n",
       "27     0.084776 -0.018732      28        1   2.048210\n",
       "28    -0.007800 -0.087029      29        1   3.135617\n",
       "29    -0.046996  0.081203      30        1   4.799663, topic_info=      Category         Freq                      Term        Total  loglift  \\\n",
       "16     Default  3628.000000                        br  3628.000000  30.0000   \n",
       "62     Default  5532.000000                   governo  5532.000000  29.0000   \n",
       "936    Default  1798.000000                   pedagio  1798.000000  28.0000   \n",
       "841    Default  1734.000000                    onibus  1734.000000  27.0000   \n",
       "818    Default  2355.000000                    trecho  2355.000000  26.0000   \n",
       "655    Default  2993.000000                 concessao  2993.000000  25.0000   \n",
       "951    Default  1134.000000                    tabela  1134.000000  24.0000   \n",
       "672    Default  2068.000000                   rodovia  2068.000000  23.0000   \n",
       "83     Default  2571.000000                     obras  2571.000000  22.0000   \n",
       "3188   Default  1664.000000                    leilao  1664.000000  21.0000   \n",
       "1285   Default   970.000000                     frete   970.000000  20.0000   \n",
       "745    Default  1804.000000                        km  1804.000000  19.0000   \n",
       "898    Default  1016.000000             caminhoneiros  1016.000000  18.0000   \n",
       "346    Default  1605.000000            concessionaria  1605.000000  17.0000   \n",
       "680    Default   656.000000                  acidente   656.000000  16.0000   \n",
       "152    Default  1730.000000                   projeto  1730.000000  15.0000   \n",
       "494    Default  1623.000000                       rio  1623.000000  14.0000   \n",
       "608    Default  1775.000000                  rodovias  1775.000000  13.0000   \n",
       "582    Default  1803.000000             investimentos  1803.000000  12.0000   \n",
       "778    Default  2074.000000                     paulo  2074.000000  11.0000   \n",
       "356    Default  2375.000000                   empresa  2375.000000  10.0000   \n",
       "526    Default  1512.000000                   bilhoes  1512.000000   9.0000   \n",
       "1172   Default  1462.000000               quilometros  1462.000000   8.0000   \n",
       "1441   Default  1562.000000                  contrato  1562.000000   7.0000   \n",
       "327    Default  2981.000000                   segundo  2981.000000   6.0000   \n",
       "622    Default  1537.000000                     valor  1537.000000   5.0000   \n",
       "411    Default  1442.000000                       sul  1442.000000   4.0000   \n",
       "1214   Default   964.000000                    edital   964.000000   3.0000   \n",
       "367    Default   859.000000                  ferrovia   859.000000   2.0000   \n",
       "878    Default  1028.000000               passageiros  1028.000000   1.0000   \n",
       "...        ...          ...                       ...          ...      ...   \n",
       "11869  Topic30    17.314908                     maggi    38.269486   2.2435   \n",
       "2945   Topic30    62.892080  supremo_tribunal_federal   139.427216   2.2405   \n",
       "2716   Topic30    78.469585               agronegocio   174.091765   2.2398   \n",
       "2422   Topic30    31.421375   caminhoneiros_autonomos    70.073604   2.2346   \n",
       "840    Topic30    40.574899               oleo_diesel    93.435055   2.2025   \n",
       "16699  Topic30    54.481736   presidente_michel_temer   129.508756   2.1707   \n",
       "1946   Topic30    96.677370                 categoria   265.655001   2.0258   \n",
       "598    Topic30   219.158425                     preco   719.883023   1.8473   \n",
       "2428   Topic30    72.979819                  entidade   207.378466   1.9923   \n",
       "843    Topic30   152.295292                    precos   556.875930   1.7401   \n",
       "693    Topic30    71.146876                  caminhao   205.200924   1.9774   \n",
       "1263   Topic30   139.776611                    cargas   543.359459   1.6789   \n",
       "405    Topic30   129.896217                rodoviario   491.381217   1.7061   \n",
       "3085   Topic30   123.263875                      maio   465.908595   1.7070   \n",
       "4736   Topic30   109.179431                        mp   414.422723   1.7027   \n",
       "384    Topic30   195.129928                      nova  1182.874587   1.2346   \n",
       "62     Topic30   375.678422                   governo  5532.594332   0.3469   \n",
       "80     Topic30   167.846903                  ministro  1222.016401   1.0514   \n",
       "0      Topic30   181.080095                    acordo  1541.754658   0.8949   \n",
       "966    Topic30   115.805953                     carga   625.892852   1.3494   \n",
       "979    Topic30   117.472580                     custo   675.446475   1.2875   \n",
       "122    Topic30   106.591812                   valores   566.571599   1.3660   \n",
       "310    Topic30   136.682205                      pais  1385.089438   0.7208   \n",
       "1004   Topic30   113.420490                       fim   813.503886   1.0664   \n",
       "96     Topic30   133.955941                presidente  1463.591070   0.6455   \n",
       "227    Topic30   100.776880                       lei   675.271154   1.1344   \n",
       "327    Topic30   138.894372                   segundo  2981.349583  -0.0298   \n",
       "855    Topic30   127.405776                  empresas  2111.727704   0.2287   \n",
       "180    Topic30   107.630390                     setor   989.859673   0.8178   \n",
       "622    Topic30   113.388951                     valor  1537.523181   0.4295   \n",
       "\n",
       "       logprob  \n",
       "16     30.0000  \n",
       "62     29.0000  \n",
       "936    28.0000  \n",
       "841    27.0000  \n",
       "818    26.0000  \n",
       "655    25.0000  \n",
       "951    24.0000  \n",
       "672    23.0000  \n",
       "83     22.0000  \n",
       "3188   21.0000  \n",
       "1285   20.0000  \n",
       "745    19.0000  \n",
       "898    18.0000  \n",
       "346    17.0000  \n",
       "680    16.0000  \n",
       "152    15.0000  \n",
       "494    14.0000  \n",
       "608    13.0000  \n",
       "582    12.0000  \n",
       "778    11.0000  \n",
       "356    10.0000  \n",
       "526     9.0000  \n",
       "1172    8.0000  \n",
       "1441    7.0000  \n",
       "327     6.0000  \n",
       "622     5.0000  \n",
       "411     4.0000  \n",
       "1214    3.0000  \n",
       "367     2.0000  \n",
       "878     1.0000  \n",
       "...        ...  \n",
       "11869  -7.7594  \n",
       "2945   -6.4695  \n",
       "2716   -6.2482  \n",
       "2422   -7.1634  \n",
       "840    -6.9078  \n",
       "16699  -6.6131  \n",
       "1946   -6.0395  \n",
       "598    -5.2211  \n",
       "2428   -6.3207  \n",
       "843    -5.5851  \n",
       "693    -6.3462  \n",
       "1263   -5.6709  \n",
       "405    -5.7442  \n",
       "3085   -5.7966  \n",
       "4736   -5.9179  \n",
       "384    -5.3373  \n",
       "62     -4.6822  \n",
       "80     -5.4879  \n",
       "0      -5.4120  \n",
       "966    -5.8590  \n",
       "979    -5.8447  \n",
       "122    -5.9419  \n",
       "310    -5.6933  \n",
       "1004   -5.8798  \n",
       "96     -5.7134  \n",
       "227    -5.9980  \n",
       "327    -5.6772  \n",
       "855    -5.7635  \n",
       "180    -5.9322  \n",
       "622    -5.8801  \n",
       "\n",
       "[2009 rows x 6 columns], token_table=       Topic      Freq        Term\n",
       "term                              \n",
       "16281      1  0.386790          aa\n",
       "16281      5  0.024174          aa\n",
       "16281      7  0.024174          aa\n",
       "16281      9  0.024174          aa\n",
       "16281     11  0.024174          aa\n",
       "16281     12  0.048349          aa\n",
       "16281     13  0.024174          aa\n",
       "16281     15  0.024174          aa\n",
       "16281     19  0.024174          aa\n",
       "16281     21  0.024174          aa\n",
       "16281     24  0.217569          aa\n",
       "16281     26  0.024174          aa\n",
       "16281     27  0.024174          aa\n",
       "16281     30  0.048349          aa\n",
       "2205       1  0.076054       abcam\n",
       "2205       2  0.038027       abcam\n",
       "2205       5  0.012676       abcam\n",
       "2205       6  0.012676       abcam\n",
       "2205       7  0.012676       abcam\n",
       "2205       8  0.012676       abcam\n",
       "2205       9  0.012676       abcam\n",
       "2205      11  0.012676       abcam\n",
       "2205      12  0.025351       abcam\n",
       "2205      13  0.012676       abcam\n",
       "2205      15  0.012676       abcam\n",
       "2205      19  0.012676       abcam\n",
       "2205      26  0.012676       abcam\n",
       "2205      27  0.012676       abcam\n",
       "2205      29  0.012676       abcam\n",
       "2205      30  0.671814       abcam\n",
       "...      ...       ...         ...\n",
       "14548     12  0.084928    whatsapp\n",
       "14548     13  0.028309    whatsapp\n",
       "14548     15  0.028309    whatsapp\n",
       "14548     16  0.028309    whatsapp\n",
       "14548     17  0.056618    whatsapp\n",
       "14548     18  0.028309    whatsapp\n",
       "14548     19  0.113237    whatsapp\n",
       "14548     21  0.028309    whatsapp\n",
       "14548     24  0.311401    whatsapp\n",
       "14548     26  0.028309    whatsapp\n",
       "14548     27  0.028309    whatsapp\n",
       "14548     28  0.084928    whatsapp\n",
       "14548     30  0.028309    whatsapp\n",
       "4719       5  0.059119  zona_norte\n",
       "4719       6  0.029559  zona_norte\n",
       "4719       7  0.029559  zona_norte\n",
       "4719       9  0.029559  zona_norte\n",
       "4719      10  0.088678  zona_norte\n",
       "4719      11  0.029559  zona_norte\n",
       "4719      12  0.059119  zona_norte\n",
       "4719      13  0.029559  zona_norte\n",
       "4719      15  0.029559  zona_norte\n",
       "4719      19  0.059119  zona_norte\n",
       "4719      21  0.059119  zona_norte\n",
       "4719      23  0.029559  zona_norte\n",
       "4719      24  0.029559  zona_norte\n",
       "4719      26  0.029559  zona_norte\n",
       "4719      27  0.029559  zona_norte\n",
       "4719      28  0.325154  zona_norte\n",
       "4719      30  0.029559  zona_norte\n",
       "\n",
       "[21964 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def malletmodel2ldamodelMy(mallet_model, gamma_threshold=0.001, iterations=150):\n",
    " \"\"\"\n",
    " Function to convert mallet model to gensim LdaModel. This works by copying the\n",
    " training model weights (alpha, beta...) from a trained mallet model into the\n",
    " gensim model.\n",
    "\n",
    " Args:\n",
    " mallet_model : Trained mallet model\n",
    " gamma_threshold : To be used for inference in the new LdaModel.\n",
    " iterations : number of iterations to be used for inference in the new LdaModel.\n",
    "\n",
    " Returns:\n",
    " model_gensim : LdaModel instance; copied gensim LdaModel\n",
    " \"\"\"\n",
    " model_gensim = gensim.models.LdaModel(\n",
    "   id2word=mallet_model.id2word, num_topics=mallet_model.num_topics,\n",
    "   alpha=mallet_model.alpha, iterations=iterations,\n",
    "   eta=mallet_model.word_topics,\n",
    "   gamma_threshold=gamma_threshold,\n",
    "   dtype=np.float64 # don't loose precision when converting from MALLET\n",
    " )\n",
    " model_gensim.expElogbeta[:] = mallet_model.wordtopics\n",
    " return model_gensim\n",
    "\n",
    "ldamallet = gensim.utils.SaveLoad.load('media-antt-option2-ldamalletmodel')\n",
    "\n",
    "lda_model = malletmodel2ldamodelMy(ldamallet)\n",
    "lda_model.save('media-antt-option2-ldamodel')\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "vis = pyLDAvis.gensim.prepare(lda_model, corpus, id2word, sort_topics=False)\n",
    "vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topico</th>\n",
       "      <th>Keywords</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>tabela, frete, caminhoneiros, rio, governo, empresas, segundo, ata, rodovia, lei, tabelamento, nova, acordo, ministro, rios, aa, mercado, setor, federal, nimos, cade, valor, medida, caso, dia, paulo, cargas, carga, maio, categoria</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.0</td>\n",
       "      <td>federal, ministerio, vagas, lei, art, uniao, edital, orgao, concessao, governo, estado, prazo, servicos, concursos, cargos, secretaria, informacoes, tecnico, planejamento, gestao, contrato, texto, nivel_superior, autorizacao, publicacao, contratos, orgaos, empresas, segundo, ano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>br, trecho, rio, km, concessionaria, obras, concer, rodovia, petropolis, obra, construcao, serra, milhoes, quilometros, pista, segundo, tunel, projeto, concessao, cratera, prefeitura, local, federal, moradores, contrato, empresa, dia, duplicacao, defesa_civil, acesso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>br, rodovia, prf, veiculos, pedagio, km, concessionaria, operacao, veiculo, trecho, fiscalizacao, carga, rodovias, segundo, policia_rodoviaria_federal, motoristas, rio, acidentes, caminhoes, sul, acordo, motorista, excesso, estado, estradas, estrada, seguranca, caminhao, peso, informou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>rodovia, br, concessionaria, trecho, regiao, segundo, rio, veiculos, km, informou, moradores, acordo, dia, seguranca, motoristas, pedagio, pista, obras, prefeitura, mpf, trafego, empresa, local, transito, cidade, foto, partir, mil, uniao, prf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6.0</td>\n",
       "      <td>br, caminhoneiros, governo, rio, km, segundo, rodovias, brasilia, pais, acordo, sul, pontos, rodovia, prf, federal, paulo, dia, grande, estradas, veiculos, movimento, trechos, ano, janeiro, categoria, representantes, policia_rodoviaria_federal, informou, rodovias_federais, quinta</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7.0</td>\n",
       "      <td>governo, concessao, empresa, segundo, projeto, bilhoes, anos, leilao, obras, contrato, prazo, empresas, investimentos, obra, ferrovia, grupo, concessoes, licitacao, processo, paulo, brasil, bndes, quilometros, contratos, ministerio, ministro, milhoes, operacao, trecho, construcao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.0</td>\n",
       "      <td>pedagio, reajuste, rio, valor, tarifa, onibus, estado, ponte, aumento, segundo, veiculos, acordo, precos, br, janeiro, partir, passageiros, preco, caminhoes, ano, anp, km, combustiveis, periodo, mes, concessionaria, praca, rio_niteroi, multas, media</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9.0</td>\n",
       "      <td>onibus, passageiros, empresa, segundo, veiculo, empresas, anos, prf, tres, paulo, motorista, acordo, viagem, pessoas, passagens, veiculos, foto, acidente, policia, autorizacao, dois, policia_rodoviaria_federal, passagem, fiscalizacao, mil, informou, df, br, gente, caso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10.0</td>\n",
       "      <td>projeto, trem_bala, paulo, leilao, governo, empresas, rio, janeiro, edital, bilhoes, passageiros, segundo, trem, tecnologia, anos, demanda, tav, figueiredo, milhoes, licitacao, ano, operacao, brasil, campinas, participacao, empresa, periodo, mercado, obra, mes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11.0</td>\n",
       "      <td>projeto, federal, area, agencias, presidente, ministro, diretor, reuniao, prefeitura, decisao, processo, justica, ministerio, brasil, infraestrutura, regulacao, evento, analise, estado, agencias_reguladoras, anvisa, recife, dia, construcao, pais, orgaos, gestao, conselho, participacao, republica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12.0</td>\n",
       "      <td>br, governo, concessao, obras, trecho, investimentos, km, rodovias, pedagio, rodovia, anos, quilometros, ano, contrato, trechos, concessoes, segundo, sul, concessionaria, bilhoes, duplicacao, obra, concessionarias, leilao, federal, milhoes, valor, empresa, projeto, construcao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13.0</td>\n",
       "      <td>paulo, brasil, governo, pais, presidente, anos, estado, lula, agora, dilma, mundo, pt, ano, dinheiro, falta, problema, bem, menos, poder, lei, vez, tempo, exemplo, dar, jose, gente, numero, brasileiros, fato, federal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14.0</td>\n",
       "      <td>paulo, sul, empresa, ferrovia, segundo, obras, estado, empresas, federal, diretor, milhoes, carga, dersa, mil, trecho, trilhos, porto, caso, ferroviario, ferrovias, rodoanel, norte, acordo, operacao, malha, rumo, presidente, secretario, afirma, anos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15.0</td>\n",
       "      <td>governo, presidente, senado, dilma, ministro, pmdb, pt, camara, congresso, partido, pr, ministerio, lider, segundo, deputado, lula, planalto, nome, politica, senadores, senador, sp, cargo, presidencia, apoio, base, aliados, cargos, bernardo_figueiredo, novo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16.0</td>\n",
       "      <td>pedagio, br, km, tarifa, valor, rodovia, pracas, reajuste, concessionaria, praca, trecho, partir, aumento, valores, segundo, cobranca, concessao, contrato, veiculos, tarifas, quilometros, dia, sul, paulo, rio, rodovias, acordo, reboque_caminhao_trator, mg, diario_oficial</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17.0</td>\n",
       "      <td>pedagio, veiculos, prf, br, acidentes, valor, segundo, caminhoneiros, motoristas, lei, rodovia, dia, horas, ano, pontos, rodovias, acordo, fiscalizacao, rio, numero, motorista, radares, aumento, multas, km, estradas, velocidade, pracas, partir, tarifa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18.0</td>\n",
       "      <td>caminhoneiros, frete, tabela, governo, rodoviario, precos, cargas, valor, preco, ministro, greve, categoria, acordo, decisao, resolucao, pais, medida, empresas, tabelamento, dia, precos_minimos, federal, nova, representantes, carga, setor, mercado, fretes, servico, diesel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19.0</td>\n",
       "      <td>empresas, setor, empresa, caso, governo, anos, contratos, servico, concessionarias, pais, ferrovias, brasil, prazo, rumo, segundo, ano, lei, investimentos, mercado, logistica, concessoes, servicos, portos, forma, ferroviario, porto, carga, mil, exemplo, producao</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20.0</td>\n",
       "      <td>br, governo, leilao, concessao, trecho, pedagio, rodovias, rodovia, investimentos, quilometros, trechos, bilhoes, obras, anos, ano, programa, concessoes, segundo, infraestrutura, leiloes, km, valor, edital, ministro, tarifa, desagio, mato_grosso, empresas, duplicacao, empresa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21.0</td>\n",
       "      <td>onibus, acidente, veiculo, passageiros, segundo, motorista, prf, estado, anos, dois, br, pessoas, acordo, vitimas, veiculos, policia, km, domingo, policia_rodoviaria_federal, segunda, empresa, santa_catarina, autorizacao, regiao, seguranca, viagem, uniao, aconteceu, parana, joinville</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22.0</td>\n",
       "      <td>onibus, acidente, veiculo, motorista, vitimas, empresa, anos, mogi, segundo, litoral, dia, informou, km, momento, responsavel, velocidade, pessoas, cruzes, uniao, estudantes, manha, quinta, pista, rodovia_mogi_bertioga, foto, quarta, dias, alunos, acordo, rodovia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23.0</td>\n",
       "      <td>governo, presidente, ministro, segundo, projeto, senado, dilma, processo, cargo, estado, decisao, tribunal, diretor_geral, pmdb, diretor, diretores, executivo, tcu, proposta, bernardo_figueiredo, planalto, paulo, empresa, diretoria, trem_bala, tres, uniao, figueiredo, nome, lei</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24.0</td>\n",
       "      <td>brasil, governo, setor, mercado, presidente, segundo, ano, cento, pais, tabela, queda, economia, empresas, alta, mil, acoes, dia, frete, bilhoes, nova, milhoes, caminhoneiros, petrobras, reais, aumento, investimentos, parte, afirma, custos, companhia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25.0</td>\n",
       "      <td>acidente, trem, trecho, km, velocidade, concessionaria, ferrovia, local, trilhos, rio_preto, vagoes, linha_ferrea, empresa, federal, duas, trens, regiao, descarrilamento, jose, seguranca, projeto, moradores, segundo, linha, nota, dia, toneladas, responsavel, cidade, tres</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26.0</td>\n",
       "      <td>onibus, empresa, passageiros, caso, viagem, anos, cidade, passagem, consumidor, empresas, segundo, gente, dia, rio, antes, dias, pessoas, horas, rodoviaria, tres, viagens, ano, conta, valor, servico, linha, duas, trem, direito, pagar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27.0</td>\n",
       "      <td>governo, leilao, concessao, empresas, projeto, edital, tcu, concessoes, tribunal, segundo, processo, anos, licitacao, paulo, bilhoes, rio, rodovias, ano, ministro, contas, prazo, caso, estudos, investimentos, novo, programa, ministerio, obras, contrato, contratos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28.0</td>\n",
       "      <td>paulo, rodovia, rio, cidade, manifestantes, sentido, dia, transito, onibus, pessoas, veiculos, regiao, centro, local, segundo, km, quilometros, estado, capital, avenida, br, protesto, grupo, acesso, pista, trafego, motoristas, sul, manifestacao, frente</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29.0</td>\n",
       "      <td>br, obras, concessionaria, rodovia, trecho, concessao, contrato, pedagio, empresa, segundo, informou, dia, federal, mpf, duplicacao, justica, km, ministerio_publico, acordo, acao, anos, sul, decisao, obra, prazo, nota, trechos, ponte, ano, bahia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30.0</td>\n",
       "      <td>tabela, frete, caminhoneiros, governo, tabelamento, preco, greve, nova, acordo, ministro, precos, fretes, cargas, precos_minimos, segundo, pais, presidente, diesel, rodoviario, empresas, maio, stf, custo, carga, fim, valor, mp, paralisacao, setor, valores</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Topico  \\\n",
       "0      1.0   \n",
       "1      2.0   \n",
       "2      3.0   \n",
       "3      4.0   \n",
       "4      5.0   \n",
       "5      6.0   \n",
       "6      7.0   \n",
       "7      8.0   \n",
       "8      9.0   \n",
       "9     10.0   \n",
       "10    11.0   \n",
       "11    12.0   \n",
       "12    13.0   \n",
       "13    14.0   \n",
       "14    15.0   \n",
       "15    16.0   \n",
       "16    17.0   \n",
       "17    18.0   \n",
       "18    19.0   \n",
       "19    20.0   \n",
       "20    21.0   \n",
       "21    22.0   \n",
       "22    23.0   \n",
       "23    24.0   \n",
       "24    25.0   \n",
       "25    26.0   \n",
       "26    27.0   \n",
       "27    28.0   \n",
       "28    29.0   \n",
       "29    30.0   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                    Keywords  \n",
       "0                                                                     tabela, frete, caminhoneiros, rio, governo, empresas, segundo, ata, rodovia, lei, tabelamento, nova, acordo, ministro, rios, aa, mercado, setor, federal, nimos, cade, valor, medida, caso, dia, paulo, cargas, carga, maio, categoria  \n",
       "1                    federal, ministerio, vagas, lei, art, uniao, edital, orgao, concessao, governo, estado, prazo, servicos, concursos, cargos, secretaria, informacoes, tecnico, planejamento, gestao, contrato, texto, nivel_superior, autorizacao, publicacao, contratos, orgaos, empresas, segundo, ano  \n",
       "2                                br, trecho, rio, km, concessionaria, obras, concer, rodovia, petropolis, obra, construcao, serra, milhoes, quilometros, pista, segundo, tunel, projeto, concessao, cratera, prefeitura, local, federal, moradores, contrato, empresa, dia, duplicacao, defesa_civil, acesso  \n",
       "3             br, rodovia, prf, veiculos, pedagio, km, concessionaria, operacao, veiculo, trecho, fiscalizacao, carga, rodovias, segundo, policia_rodoviaria_federal, motoristas, rio, acidentes, caminhoes, sul, acordo, motorista, excesso, estado, estradas, estrada, seguranca, caminhao, peso, informou  \n",
       "4                                                         rodovia, br, concessionaria, trecho, regiao, segundo, rio, veiculos, km, informou, moradores, acordo, dia, seguranca, motoristas, pedagio, pista, obras, prefeitura, mpf, trafego, empresa, local, transito, cidade, foto, partir, mil, uniao, prf  \n",
       "5                   br, caminhoneiros, governo, rio, km, segundo, rodovias, brasilia, pais, acordo, sul, pontos, rodovia, prf, federal, paulo, dia, grande, estradas, veiculos, movimento, trechos, ano, janeiro, categoria, representantes, policia_rodoviaria_federal, informou, rodovias_federais, quinta  \n",
       "6                   governo, concessao, empresa, segundo, projeto, bilhoes, anos, leilao, obras, contrato, prazo, empresas, investimentos, obra, ferrovia, grupo, concessoes, licitacao, processo, paulo, brasil, bndes, quilometros, contratos, ministerio, ministro, milhoes, operacao, trecho, construcao  \n",
       "7                                                  pedagio, reajuste, rio, valor, tarifa, onibus, estado, ponte, aumento, segundo, veiculos, acordo, precos, br, janeiro, partir, passageiros, preco, caminhoes, ano, anp, km, combustiveis, periodo, mes, concessionaria, praca, rio_niteroi, multas, media  \n",
       "8                              onibus, passageiros, empresa, segundo, veiculo, empresas, anos, prf, tres, paulo, motorista, acordo, viagem, pessoas, passagens, veiculos, foto, acidente, policia, autorizacao, dois, policia_rodoviaria_federal, passagem, fiscalizacao, mil, informou, df, br, gente, caso  \n",
       "9                                       projeto, trem_bala, paulo, leilao, governo, empresas, rio, janeiro, edital, bilhoes, passageiros, segundo, trem, tecnologia, anos, demanda, tav, figueiredo, milhoes, licitacao, ano, operacao, brasil, campinas, participacao, empresa, periodo, mercado, obra, mes  \n",
       "10  projeto, federal, area, agencias, presidente, ministro, diretor, reuniao, prefeitura, decisao, processo, justica, ministerio, brasil, infraestrutura, regulacao, evento, analise, estado, agencias_reguladoras, anvisa, recife, dia, construcao, pais, orgaos, gestao, conselho, participacao, republica  \n",
       "11                      br, governo, concessao, obras, trecho, investimentos, km, rodovias, pedagio, rodovia, anos, quilometros, ano, contrato, trechos, concessoes, segundo, sul, concessionaria, bilhoes, duplicacao, obra, concessionarias, leilao, federal, milhoes, valor, empresa, projeto, construcao  \n",
       "12                                                                                  paulo, brasil, governo, pais, presidente, anos, estado, lula, agora, dilma, mundo, pt, ano, dinheiro, falta, problema, bem, menos, poder, lei, vez, tempo, exemplo, dar, jose, gente, numero, brasileiros, fato, federal  \n",
       "13                                                 paulo, sul, empresa, ferrovia, segundo, obras, estado, empresas, federal, diretor, milhoes, carga, dersa, mil, trecho, trilhos, porto, caso, ferroviario, ferrovias, rodoanel, norte, acordo, operacao, malha, rumo, presidente, secretario, afirma, anos  \n",
       "14                                         governo, presidente, senado, dilma, ministro, pmdb, pt, camara, congresso, partido, pr, ministerio, lider, segundo, deputado, lula, planalto, nome, politica, senadores, senador, sp, cargo, presidencia, apoio, base, aliados, cargos, bernardo_figueiredo, novo  \n",
       "15                           pedagio, br, km, tarifa, valor, rodovia, pracas, reajuste, concessionaria, praca, trecho, partir, aumento, valores, segundo, cobranca, concessao, contrato, veiculos, tarifas, quilometros, dia, sul, paulo, rio, rodovias, acordo, reboque_caminhao_trator, mg, diario_oficial  \n",
       "16                                               pedagio, veiculos, prf, br, acidentes, valor, segundo, caminhoneiros, motoristas, lei, rodovia, dia, horas, ano, pontos, rodovias, acordo, fiscalizacao, rio, numero, motorista, radares, aumento, multas, km, estradas, velocidade, pracas, partir, tarifa  \n",
       "17                          caminhoneiros, frete, tabela, governo, rodoviario, precos, cargas, valor, preco, ministro, greve, categoria, acordo, decisao, resolucao, pais, medida, empresas, tabelamento, dia, precos_minimos, federal, nova, representantes, carga, setor, mercado, fretes, servico, diesel  \n",
       "18                                    empresas, setor, empresa, caso, governo, anos, contratos, servico, concessionarias, pais, ferrovias, brasil, prazo, rumo, segundo, ano, lei, investimentos, mercado, logistica, concessoes, servicos, portos, forma, ferroviario, porto, carga, mil, exemplo, producao  \n",
       "19                      br, governo, leilao, concessao, trecho, pedagio, rodovias, rodovia, investimentos, quilometros, trechos, bilhoes, obras, anos, ano, programa, concessoes, segundo, infraestrutura, leiloes, km, valor, edital, ministro, tarifa, desagio, mato_grosso, empresas, duplicacao, empresa  \n",
       "20              onibus, acidente, veiculo, passageiros, segundo, motorista, prf, estado, anos, dois, br, pessoas, acordo, vitimas, veiculos, policia, km, domingo, policia_rodoviaria_federal, segunda, empresa, santa_catarina, autorizacao, regiao, seguranca, viagem, uniao, aconteceu, parana, joinville  \n",
       "21                                   onibus, acidente, veiculo, motorista, vitimas, empresa, anos, mogi, segundo, litoral, dia, informou, km, momento, responsavel, velocidade, pessoas, cruzes, uniao, estudantes, manha, quinta, pista, rodovia_mogi_bertioga, foto, quarta, dias, alunos, acordo, rodovia  \n",
       "22                    governo, presidente, ministro, segundo, projeto, senado, dilma, processo, cargo, estado, decisao, tribunal, diretor_geral, pmdb, diretor, diretores, executivo, tcu, proposta, bernardo_figueiredo, planalto, paulo, empresa, diretoria, trem_bala, tres, uniao, figueiredo, nome, lei  \n",
       "23                                                brasil, governo, setor, mercado, presidente, segundo, ano, cento, pais, tabela, queda, economia, empresas, alta, mil, acoes, dia, frete, bilhoes, nova, milhoes, caminhoneiros, petrobras, reais, aumento, investimentos, parte, afirma, custos, companhia  \n",
       "24                           acidente, trem, trecho, km, velocidade, concessionaria, ferrovia, local, trilhos, rio_preto, vagoes, linha_ferrea, empresa, federal, duas, trens, regiao, descarrilamento, jose, seguranca, projeto, moradores, segundo, linha, nota, dia, toneladas, responsavel, cidade, tres  \n",
       "25                                                                 onibus, empresa, passageiros, caso, viagem, anos, cidade, passagem, consumidor, empresas, segundo, gente, dia, rio, antes, dias, pessoas, horas, rodoviaria, tres, viagens, ano, conta, valor, servico, linha, duas, trem, direito, pagar  \n",
       "26                                   governo, leilao, concessao, empresas, projeto, edital, tcu, concessoes, tribunal, segundo, processo, anos, licitacao, paulo, bilhoes, rio, rodovias, ano, ministro, contas, prazo, caso, estudos, investimentos, novo, programa, ministerio, obras, contrato, contratos  \n",
       "27                                              paulo, rodovia, rio, cidade, manifestantes, sentido, dia, transito, onibus, pessoas, veiculos, regiao, centro, local, segundo, km, quilometros, estado, capital, avenida, br, protesto, grupo, acesso, pista, trafego, motoristas, sul, manifestacao, frente  \n",
       "28                                                     br, obras, concessionaria, rodovia, trecho, concessao, contrato, pedagio, empresa, segundo, informou, dia, federal, mpf, duplicacao, justica, km, ministerio_publico, acordo, acao, anos, sul, decisao, obra, prazo, nota, trechos, ponte, ano, bahia  \n",
       "29                                           tabela, frete, caminhoneiros, governo, tabelamento, preco, greve, nova, acordo, ministro, precos, fretes, cargas, precos_minimos, segundo, pais, presidente, diesel, rodoviario, empresas, maio, stf, custo, carga, fim, valor, mp, paralisacao, setor, valores  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lda_model = gensim.models.ldamodel.LdaModel.load('media-antt-option2-ldamodel')\n",
    "\n",
    "def print_topics(ldamodel=lda_model):\n",
    "    topics_df = pd.DataFrame()\n",
    "\n",
    "    for topic_num in range(num_topics):\n",
    "        topic_row = ldamodel.show_topic(topic_num,topn=30)\n",
    "        topic_keywords = \", \".join([word for word, prop in topic_row])\n",
    "        topics_df = topics_df.append(pd.Series([int(topic_num)+1, topic_keywords]), ignore_index=True)\n",
    "    topics_df.columns = ['Topico', 'Keywords']\n",
    "    return topics_df\n",
    "    \n",
    "topics_df = print_topics(lda_model)\n",
    "pd.options.display.max_colwidth = 350\n",
    "topics_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top-5 notícias mais representativas para cada tópico"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def format_topics_sentences(idsnews, ldamodel=lda_model, corpus=corpus, texts=data):\n",
    "    sent_topics_df = pd.DataFrame()\n",
    "\n",
    "    for i, row in enumerate(ldamodel[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        for j, (topic_num, prop_topic) in enumerate(row):\n",
    "            if j == 0:  # => dominant topic\n",
    "                wp = ldamodel.show_topic(topic_num)\n",
    "                topic_keywords = \", \".join([word for word, prop in wp])\n",
    "                sent_topics_df = sent_topics_df.append(pd.Series([int(topic_num), round(prop_topic,4), topic_keywords]), ignore_index=True)\n",
    "            else:\n",
    "                break\n",
    "    sent_topics_df.columns = ['Dominant_Topic', 'Perc_Contribution', 'Topic_Keywords']\n",
    "\n",
    "    contents = pd.Series(texts)\n",
    "    ids = pd.Series(idsnews)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, contents], axis=1)\n",
    "    sent_topics_df = pd.concat([sent_topics_df, ids], axis=1)\n",
    "    return(sent_topics_df)\n",
    "\n",
    "#idsnews = df['id']\n",
    "idsnews = df.index.values\n",
    "df_topic_sents_keywords = format_topics_sentences(idsnews, ldamodel=lda_model, corpus=corpus, texts=data)\n",
    "\n",
    "\n",
    "df_dominant_topic = df_topic_sents_keywords.reset_index()\n",
    "df_dominant_topic.columns = ['Document_No', 'Dominant_Topic', 'Topic_Perc_Contrib', 'Keywords', 'Text', 'Id']\n",
    "\n",
    "#df_dominant_topic.head(20)\n",
    "\n",
    "sent_topics_sorteddf_mallet = pd.DataFrame()\n",
    "\n",
    "sent_topics_outdf_grpd = df_topic_sents_keywords.groupby('Dominant_Topic')\n",
    "\n",
    "for i, grp in sent_topics_outdf_grpd:\n",
    "    sent_topics_sorteddf_mallet = pd.concat([sent_topics_sorteddf_mallet, \n",
    "                                             grp.sort_values(['Perc_Contribution'], ascending=[0]).head(20)], \n",
    "                                            axis=0)\n",
    "\n",
    "sent_topics_sorteddf_mallet.reset_index(drop=True, inplace=True)\n",
    "\n",
    "sent_topics_sorteddf_mallet.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Keywords\", \"Text\", \"Id\"]\n",
    "\n",
    "# Show\n",
    "pd.options.display.max_colwidth = 300\n",
    "pd.options.display.max_rows = 600\n",
    "sent_topics_sorteddf_mallet.index = np.arange(1, len(sent_topics_sorteddf_mallet) + 1)\n",
    "sent_topics_sorteddf_mallet['Topic_Num'] = sent_topics_sorteddf_mallet['Topic_Num'].apply(lambda x: x+1)\n",
    "sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text', 'Id']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0 [2]\n",
      "1.0 []\n",
      "2.0 [44, 43]\n",
      "3.0 [54]\n",
      "4.0 []\n",
      "4.0 []\n",
      "5.0 []\n",
      "6.0 []\n",
      "7.0 [125]\n",
      "7.0 [148, 150, 150]\n",
      "8.0 []\n",
      "9.0 []\n",
      "10.0 [193]\n",
      "10.0 [200, 205]\n",
      "11.0 []\n",
      "12.0 []\n",
      "13.0 [251]\n",
      "13.0 []\n",
      "14.0 []\n",
      "15.0 [297, 299]\n",
      "16.0 []\n",
      "16.0 [324]\n",
      "17.0 []\n",
      "18.0 []\n",
      "19.0 []\n",
      "19.0 []\n",
      "20.0 []\n",
      "21.0 []\n",
      "22.0 []\n",
      "22.0 []\n",
      "Dropping duplicates: [2, 44, 43, 54, 125, 148, 150, 150, 193, 200, 205, 251, 297, 299, 324]\n"
     ]
    }
   ],
   "source": [
    "from difflib import SequenceMatcher\n",
    "\n",
    "def similar(a, b):\n",
    "    return SequenceMatcher(None, a, b).ratio()\n",
    "\n",
    "topics_top = sent_topics_sorteddf_mallet[['Topic_Num', 'Topic_Perc_Contrib', 'Text', 'Id']]\n",
    "\n",
    "idx_final = 0\n",
    "to_be_dropped_final = []\n",
    "for i in np.arange(1,num_topics+1):\n",
    "    idx_init = idx_final\n",
    "    idx_final = idx_init+15\n",
    "    current_top = sent_topics_sorteddf_mallet.iloc[idx_init:idx_final]\n",
    "    \n",
    "    to_be_dropped = []\n",
    "    for index1, row in current_top.iterrows():\n",
    "        for index2, row in current_top.iterrows():\n",
    "            if index1 < index2:\n",
    "                n1 = current_top.get_value(index1,'Text')\n",
    "                n2 = current_top.get_value(index2,'Text')\n",
    "                try:\n",
    "                    if similar(n1,n2) > 0.9:\n",
    "                        to_be_dropped.append(index2)\n",
    "                except TypeError:\n",
    "                    # do nothing\n",
    "                    print('',end='')\n",
    "    print(current_top['Topic_Num'].values[0], to_be_dropped)\n",
    "    to_be_dropped_final = to_be_dropped_final + to_be_dropped\n",
    "\n",
    "print('Dropping duplicates:', to_be_dropped_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_final_mallet = topics_top.drop(to_be_dropped_final)\n",
    "\n",
    "topics_final = pd.DataFrame()\n",
    "\n",
    "topics_final_grpd = topics_final_mallet.groupby('Topic_Num')\n",
    "\n",
    "for i, grp in topics_final_grpd:\n",
    "    topics_final = pd.concat([topics_final, grp.sort_values(['Topic_Perc_Contrib'], ascending=[0]).head(5)], \n",
    "                                            axis=0)\n",
    "\n",
    "topics_final.reset_index(drop=True, inplace=True)\n",
    "\n",
    "topics_final.columns = ['Topic_Num', \"Topic_Perc_Contrib\", \"Text\", \"Id\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Topic_Num</th>\n",
       "      <th>Topic_Perc_Contrib</th>\n",
       "      <th>Text</th>\n",
       "      <th>Id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8122</td>\n",
       "      <td>BrasÃ­lia O ministro Luiz Fux, do STF (Supremo Tribunal Federal), reafirmou uma decisÃ£o sua, de junho de 2018, determinando a suspensÃ£o de todos os processos que tramitam em todas instÃ¢ncias inferiores da JustiÃ§a contra o tabelamento do frete rodoviÃ¡rio. Na prÃ¡tica, a decisÃ£o de Fux, des...</td>\n",
       "      <td>5751710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.6534</td>\n",
       "      <td>BrasÃ­lia A ANTT (AgÃªncia Nacional de Transportes Terrestres) informou nesta quinta-feira (6) que comeÃ§arÃ¡ a fiscalizar a aplicaÃ§Ã£o da tabela de preÃ§os mÃ­nimos de frete. O anÃºncio foi feito apÃ³s demanda da categoria pela inspeÃ§Ã£o. Em ediÃ§Ã£o extra do DiÃ¡rio Oficial da UniÃ£o, a agÃ...</td>\n",
       "      <td>5480439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.6135</td>\n",
       "      <td>BrasÃ­lia A JustiÃ§a do Rio Grande do Norte concedeu liminar que suspende os efeitos da medida provisÃ³ria que prevÃª a existÃªncia da tabela de preÃ§os mÃ­nimos de frete.A ANTT (AgÃªncial Nacional de Transportes Terrestres) informou que recebeu a decisÃ£o provisÃ³ria e avalia que a medida vale...</td>\n",
       "      <td>5329132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5327</td>\n",
       "      <td>SÃ£o Paulo A AGU (Advocacia-Geral da UniÃ£o) informou nesta sexta-feira (7) que vai recorrer da decisÃ£o do ministro do STF (Supremo Tribunal Federal) Luiz Fux de proibir multa contra o descumprimento da tabela do frete. A decisÃ£o afrouxou a medida adotada desde maio deste para pÃ´r fim Ã para...</td>\n",
       "      <td>5638531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.5240</td>\n",
       "      <td>BrasÃ­lia A ANTT (AgÃªncia Nacional de Transportes Terrestres) defendeu a existÃªncia da tabela mÃ­nima de frete, com base no princÃ­pio da dignidade da pessoa humana, e argumentou que a suspensÃ£o do tabelamento \"lanÃ§arÃ¡ o paÃ­s no mesmo caos em que se encontrava dias atrÃ¡s\". O posicionamen...</td>\n",
       "      <td>5357566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O Ministério do Planejamento, Orçamento e Gestão autorizou por meio da portaria nº 151, divulgada no \"Diário Oficial da União\" desta segunda-feira (12), a nomeação de 66 candidatos aprovados no concurso da Agência Nacional de Transportes Terrestres (ANTT), vinculada ao Ministério dos Transporte...</td>\n",
       "      <td>814649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.8686</td>\n",
       "      <td>O Ministério do Planejamento, Orçamento e Gestão autorizou a nomeação de 285 aprovados nos concursos públicos da Agência Nacional de Transportes Terrestres (ANTT), Instituto Brasileiro do Meio Ambiente e dos Recursos Naturais Renováveis (Ibama), Hospital das Forças Armadas (HFA), Instituto Bras...</td>\n",
       "      <td>1008969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.8585</td>\n",
       "      <td>O ano de 2015 não será tão movimento nos concursos públicos como foi 2014. O número de vagas previstas em órgãos de níveis federal e estadual, além de capitais, chega a 21,6 mil, segundo levantamento feito pelo G1. Entre as vagas levantadas estão cargos que foram criados e oportunidades que já ...</td>\n",
       "      <td>587733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.8168</td>\n",
       "      <td>saiba mais Veja o resultado final das provas objetivas e provisório das provas discursivas A Agência Nacional de Transportes Terrestres (ANTT) divulgou o resultado final nas provas objetivas e o resultado provisório na prova discursiva do concurso para 135 vagas em cargos de nível médio e super...</td>\n",
       "      <td>1065785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.7405</td>\n",
       "      <td>são carlos e araraquara mogi das cruzes e suzano são paulo e região são carlos e araraquara mogi das cruzes e suzano Bem Estar Veja a relação de concursos previstos para 2017 Há vagas previstas, autorizadas e publicadas em todo o país. Por G1 SP Veja abaixo a relação de concursos previstos para...</td>\n",
       "      <td>4717801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Casa ameaça desabar em encosta na BR-040 - Via WhathsApp RIO — A prefeitura de Petrópolis entrará com uma queixa-crime contra a Concer, responsabilizando a concessionária que administra a BR-040 pelo acidente desta terça-feira na estrada, por abandonar a obra da nova subida da Serra. A ação est...</td>\n",
       "      <td>4943359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por que a obra está parada? – A Concer paralisou as intervenções em julho de 2016, alegando inadimplência de aportes financeiros acertados com a União. Mas a obra é objeto de processo no Tribunal de Contas da União (TCU) e de ações na Justiça Federal. O que foi feito até agora? A obra começou e...</td>\n",
       "      <td>4944489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.8497</td>\n",
       "      <td>Cratera na BR-040 desabriga mais de cem moradores de Petrópolis, no RJ Quarenta e cinco casas e uma escola foram evacuadas na tarde desta terça-feira (7), depois que uma cratera se abriu e derrubou um imóvel na Comunidade de Contorno, em Petrópolis, na Região Serrana do Rio, segundo informações...</td>\n",
       "      <td>4943764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.8374</td>\n",
       "      <td>Moradores de Silva Jardim fecharam a rodovia durante um protesto no ano passado (Foto: Lucas Madureira) A Agência Nacional de Transportes Terrestres (ANTT) e a Prefeitura de Casimiro de Abreu realizam nesta quinta-feira (6) uma audiência pública com moradores para apresentação dos projetos de d...</td>\n",
       "      <td>906589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.8040</td>\n",
       "      <td>Moradores de Silva Jardim fecharam a rodovia durante um protesto (Foto: Lucas Madureira / arquivo pessoal) Uma manifestação de moradores da localidade de Aldeia Velha, entre os municípios de Silva Jardim e Casimiro de Abreu, interior do estado do Rio de Janeiro, fechou os dois sentidos da BR-10...</td>\n",
       "      <td>981397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Após reformas, começam a funcionar nesta terça-feira (15) duas balanças de pesagem na BR-050. Uma está situada no km 84, em Uberlândia, e a outra no km 161, em Uberaba. Em cada posto de pesagem atuam 9 colaboradores da MGO e um agente fiscal da Agência Nacional de Trânsito e Transportes, respon...</td>\n",
       "      <td>185399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.9432</td>\n",
       "      <td>Posto fica no km 84+900 Sul da BR-050 (Foto: MGO Rodovias/ Divulgação) O Posto de Pesagem Veicular (PPV), que fica no km 84+900 Sul da BR-050, em Uberlândia iniciou nesta quinta-feira (15) a operação da balança em caráter educativo para orientar os motoristas sobre os procedimentos de pesagem. ...</td>\n",
       "      <td>319394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.8927</td>\n",
       "      <td>Motoristas de caminhões com placas encobertas foram multados em mais de R$ 5 mil; eles tentaram fugir da pesagem e levavam carga excedente (Foto: PRF/Divulgação) Cinco caminhões com placas encobertas foram flagrados durante uma operação da Polícia Rodoviária Federal (PRF) que terminou na madrug...</td>\n",
       "      <td>4443356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.8536</td>\n",
       "      <td>Publicidade A partir da 0h desta segunda (29), o motorista que exceder a velocidade máxima permitida na rodovia Régis Bittencourt, que liga a cidade de São Paulo a Curitiba (PR), será multado. Ao todo, segundo a Autopista Régis Bittencourt, que administra a rodovia, são 18 radares instalados ao...</td>\n",
       "      <td>4284434</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>4.0</td>\n",
       "      <td>0.8405</td>\n",
       "      <td>Balança começa a funcionar na BR-050 (Foto: MGO Rodovias/ Divulgação) As duas balanças que estavam previstas para começar operar na BR-050 nesta quarta-feira (16), entre Uberlândia e Uberaba, apresentaram problemas logo no início da manhã nos Postos de Pesagem Veicular (PPV). Uma delas está sit...</td>\n",
       "      <td>183559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Um simulado de acidente com veículo transportando carga perigosa vai bloquear duas faixas da BR-290 (freeway) na manhã desta quarta-feira (29), em Gravataí, na Região Metropolitana de Porto Alegre. De acordo com a Polícia Rodoviária Federal (PRF), a atividade será realizada por volta das 9h no ...</td>\n",
       "      <td>651110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Caminhão pau-de-arara apreendido durante a Operação Romaria Segura no Ceará (Foto: Polícia Rodoviária Federal/ Divulgação) A Prefeitura de Juazeiro do Norte divulgou neste domingo (1º) uma nota de \"repúdio e descontentamento\" contra a Agência Nacional de Transportes Terrestres (ANTT). Segundo o...</td>\n",
       "      <td>304204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Centenas de fiéis lotam nesta segunda-feira (2) a Capela de Nossa Senhora do Perpétuo Socorro, em Juazeiro do Norte, em uma das missas de Dia dos Finados. A Capela do Socorro, como é conhecida, foi aberta para visitação às 4h da manhã e fica na frente do cemitério do município. O local é um dos...</td>\n",
       "      <td>304262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Polícia Rodoviária Federal (PRF) autuou 38 veículos \"paus-de-arara\" e quatro ônibus escolares até a manhã desta segunda-feira (2) durante a Operação Romaria Segura na Região do Cariri, Sul do Ceará. Segundo a PRF, os veículos transportavam 567 pessoas para a romaria de Finados, em Juazeiro do...</td>\n",
       "      <td>304364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>5.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>As duas pistas da BR-116 em Teresópolis, Região Serrana do Rio, foram totalmente liberadas nesta quarta-feira (9). Duas pedras se desprenderam da encosta e atingiram a pista na terça-feira (8). Não houve feridos no incidente, onde técnicos estão monitorando o local. Uma empresa foi contratada p...</td>\n",
       "      <td>1024522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>As rodovias do Noroeste do Rio Grande do Sul que estavam bloqueadas neste sábado (25) por caminhoneiros foram liberadas à noite, conforme informou por volta das 20h a Polícia Rodoviária Federal (PRF). Durante a tarde, houve bloqueios no km 60 da BR-158 em Panambi, em Ijuí, no km 458 da BR-285 e...</td>\n",
       "      <td>482741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9465</td>\n",
       "      <td>Caminhoneiros se reúnem em Santa Rosa, RS (Foto: Maurício Rebellato/RBS TV) Um grupo de caminhoneiros promoveu manifestações em alguns pontos isolados do Rio Grande do Sul neste domingo (26). Em Ijuí, no Noroeste, alguns manifestantes se reuniram no km 458 da BR-285. Em Santa Rosa, na mesma reg...</td>\n",
       "      <td>482560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9462</td>\n",
       "      <td>Após algumas horas, caminhoneiros voltaram a bloquear rodovias no Rio Grande do Sul. Segundo a Polícia Rodoviária Federal, na tarde deste sábado (25) há três interrupções parciais no estado. Há manifestações em Ijuí, no km 458 da BR-285, e no km 155 da BR-472, em Santa Rosa. Em todos os casos o...</td>\n",
       "      <td>482973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9388</td>\n",
       "      <td>Manifestantes mandam caminhoneiros encostar na BR-386, (Foto: Divulgação/PRF) Pelo menos oito rodovias seguem com bloqueios no Rio Grande do Sul no início da noite desta sexta-feira (24). As interrupções para o tráfego de caminhões ocorrem em sete estradas federais e em uma estadual: na BR-285,...</td>\n",
       "      <td>483556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>6.0</td>\n",
       "      <td>0.9283</td>\n",
       "      <td>Manifestantes mandam caminhoneiros encostar na BR-386, em Boa Vista das Missões (Foto: Divulgação/PRF) Pelo menos seis rodovias seguem com bloqueios no Rio Grande do Sul na manhã desta sexta-feira (24). As interrupções para o tráfego de caminhões ocorrem em cinco estradas federais e em uma esta...</td>\n",
       "      <td>484274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Segundo fonte do governo que pediu anonimato, o mais provável é que Siegelmann seja posteriormente empossado como diretor-geral da agência. Daniel Siegelmann ocupa atualmente o cargo de secretário de Fomento para Ações de Tranportes no Ministério dos Transportes. (Por Leonardo Goy)</td>\n",
       "      <td>1647886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>SÃO PAULO - O consórcio coreano interessado na licitação do Trem de Alta Velocidade (TAV) que o governo realiza neste fim de ano negou informações da imprensa de que tenha desistido da disputa e afirmou nesta sexta-feira que entregará proposta para o projeto na segunda-feira. O grupo, chamado d...</td>\n",
       "      <td>2098610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Figueiredo explicou que esses quatro grupos não indicam necessariamente a formação de quatro consórcios, pois os executores da obra e os detentores de tecnologia poderão se unir posteriormente e, desta forma, reduzir o número de competidores. O diretor da ANTT admitiu que a decisão do adiamento...</td>\n",
       "      <td>2098492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Segundo o fato relevante, o projeto da Malha II teve seus prazos de conclusão readequados e prevê financiamento e aportes de aproximadamente R$ 7,5 bilhões (base abril/2012) para a construção de 1.728 quilômetros de linhas, dos quais R$ 4,1 bilhões foram investidos até junho de 2013. A Malha No...</td>\n",
       "      <td>1525109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Por Leonardo Goy BRASÍLIA (Reuters) - O governo deverá adiar de abril para julho o leilão de concessão do trem-bala que ligará Campinas, São Paulo e Rio de Janeiro, obra prioritária do Programa de Aceleração do Crescimento (PAC) orçada em mais de 30 bilhões de reais, disse à Reuters uma fonte d...</td>\n",
       "      <td>3204554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Tarifa de ônibus interestadual e internacional aumenta 11,9% As tarifas de ônibus interestaduais e internacionais aumentarão 11,90% a partir de amanhã. A informação é da Agência Nacional de Transportes Terrestres (ANTT). A reivindicação do setor era de um reajuste de 16,61%. O último aumento da...</td>\n",
       "      <td>3029291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Uma operação conjunta da Agência Nacional do Petróleo (ANP) com diversos órgãos do GDF e o Ministério Público interditou 35 bicos de bombas de postos de combustíveis do Distrito Federal entre os dias 31 de março e esta quinta-feira (3). De acordo com a ANP, um posto foi interditado e dois tiver...</td>\n",
       "      <td>849816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Terminal Rodoviário de São Brás, em Belém (Foto: Tarso Sarraf/O Liberal) Neste feriado de Dia do Trabalhadores, 1º de Maio, o transporte deve custar mais caro para quem vai viajar de ônibus para outro estado. Segundo o Dieese, o reajuste no transporte rodoviário interestadual está mais caro em ...</td>\n",
       "      <td>5241021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.9387</td>\n",
       "      <td>Em operações realizadas na semana passada nos estados do Rio de Janeiro, de Goiás e Minas Gerais, a Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) autuou 63 postos de revenda de derivados do petróleo, distribuidoras e caminhões-tanque. Segundo nota divulgada hoje (19) pela AN...</td>\n",
       "      <td>3288977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.9345</td>\n",
       "      <td>Terminal Rodoviário de Belém (Foto: Tarso Sarraf / O Liberal) Pesquisas do Departamento Intersindical de Estatísticas e Estudos Socioeconômicos (Dieese-Pa) mostram que o custo dos transportes rodoviários intermunicipal e interestadual continuam elevados neste período do Carnaval e sem descontos...</td>\n",
       "      <td>5080775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Uma mulher foi presa em flagrante na tarde deste sábado (27), em Campinas (SP), com 25,7 quilos de maconha em um ônibus clandestino que saiu de São Paulo (SP) e tinha Alagoas (AL) como destino final. O veículo foi parado na Rodovia Anhanguera (SP-330) durante a fiscalização da Agência Nacional ...</td>\n",
       "      <td>5054383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O DFTrans, responsável por fiscalizar e regular o transporte público no Distrito Federal, cobrava de empresas concessionárias passagens de ônibus e bilhetes aéreos em nome de pessoas ligadas ao PPL, partido presidido no Distrito Federal pelo diretor-geral do órgão, Marco Antonio Campanella. O d...</td>\n",
       "      <td>1000166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Carga apreendida pela Polícia Militar em rodovia de Jales (Foto: Divulgação/ Polícia Milita) Um homem de 32 anos foi flagrado na manhã desta quinta-feira (19) transportando uma grande quantidade de fogos de artifício sem documentação em um veículo na rodovia Euclides da Cunha, em Jales (SP). Se...</td>\n",
       "      <td>5221730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A polícia prendeu na tarde desta quinta-feira (23) um homem que era procurado por homicídio qualificificado. Ele dirigia uma van que fazia transporte ilegal de passageiros na BR-070, em trecho de Ceilândia, no Distrito Federal, quando foi surpreendido por agentes da Polícia Rodoviária Federal (...</td>\n",
       "      <td>399244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A 2ª Promotoria de Justiça de Defesa do Patrimônio Público do Distrito Federal instaurou inquérito para apurar as denúncias sobre cobrança de passagens de ônibus e bilhetes aéreos para pessoas ligadas ao PPL, partido presidido no DF pelo diretor-geral do DFTrans, Marco Antonio Campanella, de em...</td>\n",
       "      <td>994582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - O primeiro relatório publicado pela Agência Nacional de Transportes Terrestres (ANTT) sobre a consulta pública do edital do trem-bala que ligará Campinas, São Paulo e Rio de Janeiro confirma que a exigência de experiência na operação de trens de alta velocidade cairá de dez para cinc...</td>\n",
       "      <td>1654555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Notícias Demanda doméstica também apresentou crescimento Demanda doméstica também apresentou crescimento Brasília, 29 de junho de 2015 - A demanda (em passageiros-quilômetros pagos transportados – RPK) por transporte aéreo doméstico de passageiros registrou crescimento de 1,2% em maio de 2015, ...</td>\n",
       "      <td>5338414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A confirmação da mudança se deu em resposta a um questionamento realizado por meio eletrônico - cuja autoria não foi publicada pela ANTT -, que apontou que a limitação original excluía a possibilidade de participação da tecnologia MagLev chinesa no leilão, visto que sua operação comercial se in...</td>\n",
       "      <td>1654585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O tempo de experiência na operação de trem de alta velocidade poderá ser usado como critério de desempate na seleção do projeto do trem-bala que ligará Campinas, São Paulo e Rio de Janeiro, cujo leilão foi marcado para 16 de dezembro. Segundo o edital assinado nesta terça-feira, 13, pela Agênci...</td>\n",
       "      <td>2190351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Notícias Oferta também apresentou crescimento no mês Oferta também apresentou crescimento no mês Brasília, 26 de maio de 2015 - A demanda (em passageiros-quilômetros pagos transportados – RPK) por transporte aéreo doméstico de passageiros registrou crescimento de 3% em abril de 2015, comparada ...</td>\n",
       "      <td>5338426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Seminário do Fórum das Agências Reguladoras debate avanços em 2012 6/12/2012 O Fórum dos Dirigentes das Agências Reguladoras Federais promove nesta quinta-feira, 6 de dezembro, evento para debater os avanços da regulação brasileira. O seminário “Destaques e Perspectivas da Regulação Federal em ...</td>\n",
       "      <td>5305884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A decisão, tomada depois de 50 dias da ocupação do Cais José Estelita, é apenas uma mudança de estratégia, de acordo com o movimento. \"Só não haverá mais dormida no local, mas as palestras e atividades culturais de mobilização contra o projeto continuam\", assegurou um dos seus porta-vozes, Chic...</td>\n",
       "      <td>1410167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Artistas postaram fotos em apoio ao movimento: Clarice Falcão, Otto, Ney Matogrosso e Leandra Leal (Foto: Reprodução/Instagram e Reprodução/Facebook) Cresce nas redes sociais o apoio de artistas ao movimento OcupeEstelita, que luta contra o projeto Novo Recife, que prevê a construção de 12 torr...</td>\n",
       "      <td>798004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Regulação em debate Evento contará com a presença de representantes da Casa Civil e das agências reguladoras do país. A Agência Nacional de Vigilância Sanitária (Anvisa) realiza, no dia 15 de março, em Brasília, um seminário que vai discutir a “Análise de Impacto Regulatório e o processo de qua...</td>\n",
       "      <td>5348402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RECIFE - Por temor de atos de violência, os ativistas do movimento #OcupeEstelita decidiram suspender na noite desta quinta-feira, 10, o acampamento sob o viaduto Capitão Temudo, ao lado do terreno onde se prevê a construção do projeto imobiliário Novo Recife, que inclui 12 torres residenciais ...</td>\n",
       "      <td>1410176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Transportes Terrestres (ANTT) informou nesta quarta-feira (21) que três grupos apresentaram proposta para disputar o leilão do trecho da BR-153 entre Goiás e Tocantins. O leilão está marcado para a próxima sexta-feira (23), às 10h, na BM&amp;FBovespa, em São Paulo. Este será o...</td>\n",
       "      <td>805384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Transportes Terrestres homologou, nesta quarta-feira (28), a concessão da Rodovia de Integração do Sul, nos trechos das BRs 101, 290, 386 e 448 no Rio Grande do Sul. De acordo com a ANTT, esta é uma etapa técnica do leilão realizado no início do mês em São Paulo, quando o ...</td>\n",
       "      <td>5617905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Quase 1.700 quilômetros de ferrovias - praticamente uma Transnordestina - podem voltar para as mãos do governo federal. Na semana passada, as empresas que administram a malha nacional entregaram à Agência Nacional de Transportes Terrestres (ANTT) os projetos de recuperação de 33 trechos abandon...</td>\n",
       "      <td>1918501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA, 3 Dez (Reuters) - Ao menos três grupos estão interessados no leilão do trecho da BR-163 no Mato Grosso do Sul e cinco no da BR-040, entre Brasília e Juiz de Fora (MG), informou o diretor-geral da Agência Nacional de Transportes Terrestres (ANTT), Jorge Bastos, nesta terça-feira.</td>\n",
       "      <td>3177461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Obras na BR-163 em Mato Grosso começaram no trecho de Rondonópolis (Foto: Laís Costa Marques) A Agência Nacional de Transportes Terrestres (ANTT) revisou para R$ 2,661 a tarifa básica de pedágio da BR-163 em Mato Grosso, no trecho concedido à OdebrechtTransport. O acréscimo extraordinário de 0,...</td>\n",
       "      <td>691537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.7005</td>\n",
       "      <td>Há alguns dias, Jerôme Valcke, secretário-geral da Fifa, que, na questão da organização da Copa, funciona como o executivo, proferiu em público uma dessas expressões costumeiramente ditas privadamente - sem trocadilho. O pano de fundo é a preocupação com obras físicas para a Copa, que estariam ...</td>\n",
       "      <td>1809784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.6117</td>\n",
       "      <td>Brasil 2011... O editorial O risco de um PRI brasileiro (A3) e o artigo de Bolívar Lamounier A \"mexicanização\" em marcha (A2), de terça-feira, soam como sinal de tsunami à vista no sismógrafo político brasileiro. A já anunciada \"terceira vitória de Lula\", por meio de sua candidata a presidente(...</td>\n",
       "      <td>2161647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.6005</td>\n",
       "      <td>CENSURA Há um ano Há 366 dias vivemos em estado de exceção: calaram a imprensa livre do jornal O Estado de S. Paulo. Com a força da indignação mais profunda do povo que não tem voz, eu pergunto: onde estão aqueles arautos da democracia e da liberdade que tanto queriam o PT no governo como a úni...</td>\n",
       "      <td>2178243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5832</td>\n",
       "      <td>Tradição e quimera Um esclarecimento para os jovens. O discurso inaugural na Assembleia-Geral da ONU de 2011 feito pela presidente Dilma segue uma tradição que perdura desde 1947, quando Osvaldo Aranha abriu a sessão daquele ano. Quanto aos esforços de Dilma para quebrar patentes de remédios co...</td>\n",
       "      <td>1911357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0.5724</td>\n",
       "      <td>Em sua primeira manifestação sobre a crise política entre o Planalto e partidos da base, o ex-presidente apoiou as mudanças feitas por sua sucessora na interlocução do governo com o Congresso. A presidente decidiu trocar os líderes do governo na Câmara e no Senado após ter sido derrotada na rec...</td>\n",
       "      <td>1806005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A força-tarefa do Ministério Público Federal (MPF) que atua na Operação Lava Jato em São Paulo denunciou 32 pessoas por participarem da formação de cartel com o aval de agentes públicos lotados nas empresas Dersa Desenvolvimento Rodoviário, Empresa Municipal de Urbanização (Emurb) e na Secretar...</td>\n",
       "      <td>5518633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.9728</td>\n",
       "      <td>A força-tarefa da Operação Lava Jato apresentou à Justiça uma cópia das planilhas do ‘amor’ e da ‘briga’, da Odebrecht, em denúncia por cartel e fraude à licitação no Rodoanel Sul e em obras viárias paulistanas, apresentada nesta sexta-feira, 3. Segundo o Ministério Público Federal, como o cart...</td>\n",
       "      <td>5546522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.9457</td>\n",
       "      <td>Em denúncia levada à Justiça Federal nesta sexta-feira, 3, a força-tarefa da Operação Lava Jato, em São Paulo, descreve a atuação do ex-presidente da Dersa Dario Rais Lopes –ex-secretário estadual de transportes e atual Secretário de Aviação Civil do Ministério dos Transportes, no suposto carte...</td>\n",
       "      <td>5546124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.9130</td>\n",
       "      <td>O senador José Serra negou caixa dois em suas campanhas eleitorais. A candidatura do tucano ao governo estadual de São Paulo em 2006 é citada por ex-executivos da OAS, Andrade Gutierrez e Odebrecht como destinatária de valores não contabilizados, no âmbito de inquérito que investiga supostos de...</td>\n",
       "      <td>5092846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>14.0</td>\n",
       "      <td>0.8953</td>\n",
       "      <td>A nova denúncia da força-tarefa da Operação Lava Jato contra o ex-diretor da Dersa Paulo Vieira de Souza detalha a participação do executivo em cartel e fraude à licitação no trecho Sul do Rodoanel em São Paulo. O Ministério Público Federal cita uma reunião de Paulo Vieira com executivos da Que...</td>\n",
       "      <td>5546341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - O líder do governo no Senado, Romero Jucá (PMDB-RR), disse nesta quarta-feira, 15, que a votação da recondução do diretor-geral da Agência Nacional de Transportes Terrestres (ANTT), Bernardo Figueiredo, será votada somente após o carnaval. A recondução de Figueiredo havia sido aprova...</td>\n",
       "      <td>1823908</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Dilma indica Paulo Sérgio Passos para diretoria da ANTT A presidente Dilma Rousseff encaminhou mensagem ao Senado, nesta sexta-feira, indicando o nome de Paulo Sérgio Passos para a diretoria da Agência Nacional de Transportes Terrestres (ANTT). O nome de Passos terá que ser apreciado e aprovado...</td>\n",
       "      <td>1588373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A ministra fez as declarações após encontro com o novo líder do governo na Câmara, Arlindo Chinaglia (PT-SP), e lideranças da base na Casa. \"Nós vamos continuar trabalhando como trabalhamos durante todo o ano passado, com muitas matérias aprovadas. Matérias difíceis. E a base nunca nos faltou\",...</td>\n",
       "      <td>1807770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Senador quer tesoureiro de seu partido em agência reguladora Argello trabalha para emplacar na ANTT o amigo Ivo Borges, que admite não ter experiência alguma em transportes</td>\n",
       "      <td>2483442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Chinaglia substitui o deputado Cândido Vaccarezza (PT-SP), que, mais cedo, já havia anunciado sua saída do cargo. A Presidência também confirmou a troca na liderança do governo no Senado: Eduardo Braga (PMDB-AM) substituirá Romero Jucá (PMDB-RR), confirmando informações divulgadas na véspera. D...</td>\n",
       "      <td>1808493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A concessionária que administra a BR-040, entre Brasília e Juiz de Fora, na Região da Zona da Mata, em Minas Gerais, vai começar a cobrar pedágio a partir da 0h desta quinta-feira (30). A Agência Nacional de Transportes Terrestres (ANTT) autorizou a cobrança em nove das 11 praças de pedágio, no...</td>\n",
       "      <td>394087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Transportes Terrestres (ANTT) autorizou na última sexta-feira (16) o aumento das tarifas de pedágio das rodovias BR-381, que liga Minas Gerais a São Paulo (Fernão Dias), e BR-116, que liga São Paulo ao Paraná (Régis Bittencourt). De acordo com a agência, as revisões nos pr...</td>\n",
       "      <td>4329854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Veja as alterações de preço em praças de Moreira César, Arujá e outras. Por G1 SP, São Paulo Um dos pontos de pedágio da Via Dutra (Foto: Reprodução/ TV Rio Sul) A Agência Nacional de Transportes Terrestres (ANTT) autorizou nesta quarta-feira (2) o aumento de 3 % pelo IPCA no valor do pedágio d...</td>\n",
       "      <td>4767469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Ponte Rio-Niterói faz parte da BR-101 (Foto: Alexandre Macieira / Riotur) Começa a valer nesta sexta-feira (1) o reajuste nos valores de pedágio da Ponte Rio-Niterói e na Via Dutra. Na ponte, a tarifa foi reajustada em 6,12%, passando de R$ 4,90 para R$ 5,20 para carros de passeio e veículos co...</td>\n",
       "      <td>738426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>RIO - Os motoristas que usam a Ponte Rio-Niterói pagarão mais caro pelo pedágio, a partir da zero hora da próxima quinta-feira, 1º de junho. A tarifa básica de R$ 4 vai subir para R$ 4,10. O reajuste leva em consideração a variação do Índice de Preços ao Consumidor Amplo (IPCA) e acontece uma v...</td>\n",
       "      <td>4656558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Desde 0h desta sexta-feira (17) não está sendo cobrado o pedágio para cada eixo suspenso dos caminhões que circularem vazios que passarem pela BR-040, BR-116 e RJ-116, que ligam a capital a Petrópolis, Teresópolis e Nova Friburgo, respectivamente, na Região Serrana do Rio. O benefício é uma das...</td>\n",
       "      <td>489940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANTT autoriza alta de 6,67% nos pedágios da Concepa A Triunfo Participações e Investimentos S.A. (TPI) e sua controlada Concessionária da Rodovia Osório - Porto Alegre S.A., a Concepa, informaram que foi autorizado nesta segunda-feira pela Agência Nacional de Transportes Terrestres (ANTT) aumen...</td>\n",
       "      <td>1675058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Um dos requisitos para o funcionamento dos radares foi a sinalização da velocidade permitida - Analice Paron / Agência O Globo NITERÓI - Instalados há um ano na Ponte, os 32 radares que deveriam estar multando quem ultrapassa a velocidade máxima de 80 quilômetros por hora já produziram efeito: ...</td>\n",
       "      <td>4752229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>17.0</td>\n",
       "      <td>0.8658</td>\n",
       "      <td>Placa na Ponte informa sobre os radares. Ao todo, são oito, posicionados nos dois sentidos, em quatro pontos: depois do pedágio, na descida do vão central, na grande reta e na altura do Cais do Porto, na chegada ao Rio - Hermes de Paula/02-06-2016 / Agência O Globo Com o início da operação dos ...</td>\n",
       "      <td>5005329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>17.0</td>\n",
       "      <td>0.8521</td>\n",
       "      <td>O governo publicou no \"Diário Oficial da União\" desta sexta-feira (17) decreto da presidente Dilma Rousseff que regulamenta a Lei dos Caminhoneiros, sancionada no início de março. As novas regras passam a valer em todas as rodovias do país a partir desta sexta. Entre novas regras estão pedágio ...</td>\n",
       "      <td>490386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - O empresariado não ficou satisfeito com a decisão do governo de Michel Temer de tabelar os preços de frete. Para a Confederação Nacional da Indústria (CNI), a edição da Medida Provisória 832/2018 é \"um grande retrocesso\". + Medidas custarão R$ 10 bi e desconto no diesel chegará às bo...</td>\n",
       "      <td>5304274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Publicado em 06/12/2018 - 20:12 e atualizado em 06/12/2018 - 20:16 O ministro do Supremo Tribunal Federal (STF) Luiz Fux suspendeu (6) a cobrança de multas, pela Agência Nacional de Transportes Terrestres (ANTT), a transportadoras por descumprimento das regras de tabelamento do frete rodoviário...</td>\n",
       "      <td>5636153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O ministro Luiz Fux, do Supremo Tribunal Federal (STF), coordena nesta -feira (20), às 11h, audiência de instrução do processo que questiona a legalidade da tabela de preços mínimos do frete para o transporte rodoviário de cargas. Participam representantes de governo, empresários, caminhoneiros...</td>\n",
       "      <td>5361469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA - O empresariado não ficou satisfeito com a decisão do governo de Michel Temer de tabelar os preços de frete. Para a Confederação Nacional da Indústria (CNI), a edição da Medida Provisória 832/2018 é \"um grande retrocesso\". + Medidas custarão R$ 10 bi e desconto no diesel chegará às bo...</td>\n",
       "      <td>5304209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Amanda Pupo, O Estado de S.Paulo BRASÍLIA - O ministro Luiz Fux, do Supremo Tribunal Federal (STF), suspendeu nesta quinta-feira ,6, a aplicação de multas geradas pelo descumprimento da tabela que fixou preços mínimos de frete, editada pela Agência Nacional de Transportes Terrestres (ANTT) em f...</td>\n",
       "      <td>5636134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.8327</td>\n",
       "      <td>Confirmada operação que cria maior empresa de logística da AL A ALL confirmou no final da tarde de hoje que pretende incorporar a Brasil Ferrovias e a Novoeste, operação que resultará na maior empresa de logística independente da América Latina. Segundo aviso ao mercado, o valor implícito na op...</td>\n",
       "      <td>2816677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7836</td>\n",
       "      <td>Empresas bancam festa da ANTT Agência é quem regula e fiscaliza as concessionárias de transportes</td>\n",
       "      <td>2475665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7423</td>\n",
       "      <td>Conforme o comunicado da mineradora, os valores provenientes da venda para o FI-FGTS e R$ 800 milhões dos recursos da venda para a Mitsui serão compostos de um aporte de capital na VLI, a qual emitirá novas ações para a Mitsui e FI-FGTS. Os valores aportados na VLI serão utilizados para financi...</td>\n",
       "      <td>1447530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7420</td>\n",
       "      <td>Produtores brasileiros estão preocupados com a possível fusão da América Latina Logística (ALL), responsável pela ferrovia que liga Mato Grosso ao Sul e Sudeste do pais, com a Rumo Logística Operadora Multimodal, que é administrada pela Cosan - maior produtora e exportadora de açúcar e etanol d...</td>\n",
       "      <td>881567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.7403</td>\n",
       "      <td>Ferrovia: trilhos levam produção de MT até os portos (Foto: Vívian Lessa/G1) O conselho de administração da América Latina Logística (ALL) deu sinal verde para que a empresa se associe à Rumo Logística Operadora Multimodal, administrada pela Cosan. A proposta havia sido encaminhada em 24 de fev...</td>\n",
       "      <td>837336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Cinco grupos entregaram propostas para participar do leilão e trechos das BRs-060/153/262, entre Brasília e Minas Gerais, segundo a Agência Nacional de Transportes Terrestres (ANTT). O leilão acontece na quarta-feira (4), na BM&amp;FBovespa, em São Paulo. Este será o terceiro trecho rodoviário leil...</td>\n",
       "      <td>967325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O consórcio Planalto foi o vencedor do leilão do trecho da BR-050 entre Goiás e Minas Gerais. O grupo arrematou a concessão nesta quarta-feira (18) com a proposta de valor de tarifa de pedágio de R$ 0,04534 por quilômetro (ou R$ 4,534 para 100 quilômetros rodados), o que representa um deságio d...</td>\n",
       "      <td>1052599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Transportes Terrestres (ANTT) anunciou nesta segunda-feira (25) que sete grupos vão disputar o leilão do trecho da rodovia BR-163 em Mato Grosso, que acontece na próxima quarta-feira (27), a partir das 10h, na BM&amp;FBovespa, em São Paulo. Os investidores interessados na conc...</td>\n",
       "      <td>974349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Começou por volta das 10h desta quarta-feira (18), na Bolsa de Valores de São Paulo (BM&amp;FBovespa), o leilão do trecho da BR-050, entre Goiás e Minas Gerais. Serão abertas nesta manhã os envelopes com as propostas dos oitos grupos na disputa pela concessão. Pela regra do edital, vencerá o leilão...</td>\n",
       "      <td>1052660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ANTT homologa concessão da BR-040 à Invepar A Agência Nacional de Transportes Terrestres (ANTT) aprovou o resultado do leilão de concessão para a exploração da BR-040, trecho Brasília/DF - Juiz de Fora/MG, confirmando como vencedora da disputa a empresa Investimentos e Participações em Infraest...</td>\n",
       "      <td>1479566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Ônibus ficou totalmente destruído após o acidente, em Mamborê (Foto: Divulgação / PRF) Os corpos de duas vítimas do acidente com ônibus registrado na madrugada deste sábado (9) em Mamborê, na região centro-oeste do Paraná, foram sepultados neste domingo (10) no Cemitério Municipal de Maringá, n...</td>\n",
       "      <td>161775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Acidente com ônibus na BR-116 aconteceu na manhã da quinta-feira (29) (Foto: Blog do Léo Santos) Morreu na tarde desta sexta-feira (30) mais um passageiro do ônibus de turismo que capotou em uma ribanceira da rodovia BR-116, altura do KM 748, nas proximidades de Poções, sudoeste da Bahia, deixa...</td>\n",
       "      <td>4354403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Ônibus foi levado para o pátio da PMRv em Campo Alegre (Foto: Jean Mazzonetto/RBS TV) A polícia já ouviu dois sobreviventes do ônibus que caiu de uma ribanceira no sábado (14) em Joinville, no Norte de Santa Catarina. O acidente matou 51 pessoas e deixou oito feridos. De acordo com o delegado B...</td>\n",
       "      <td>520328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Duas das dez vítimas do acidente na BR-369 em Mamborê, no interior do Paraná, na madrugada deste sábado (9), eram de Maringá, na região norte do Paraná. O corpo de Adriana Rodrigues está sendo velado no Cemitério Municipal desde as 22h. Já o de Ana Paula da Silva Pezarini está previsto para ser...</td>\n",
       "      <td>162012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>21.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Quatro vítimas que morreram no acidente de ônibus no Paraná durante uma tentativa de assalto são da região noroeste paulista. Fátima Stella Galdino, de 50 anos, e Salvador Eduardo dos Santos, de 42, eram de Penápolis (SP). Além deles, Marcus Vinicius Canhola, que é de São José do Rio Preto (SP)...</td>\n",
       "      <td>162079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Vítima que teve alta na noite de quinta-feira (16) estava internada no Hospital Luzia de Pinho Melo (Foto: Reprodução/ TV Diário) Uma vítima do acidente que matou 18 estudantes na Rodovia Mogi-Bertioga teve alta do Hospital Luzia de Pinho Melo, em Mogi das Cruzes, na noite de quinta-feira (16),...</td>\n",
       "      <td>100894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O bispo diocesano Dom Pedro Luiz Stringhini celebrou na noite desta quarta-feira (15) a missa de 7º dia em homenagem às vítimas do acidente na Mogi-Bertioga, na noite de quarta-feira (8), quando 18 pessoas morreram após o capotamento de um ônibus fretado que levava estudantes de universidades d...</td>\n",
       "      <td>102510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Perícia no ônibus do acidente na Rodovia Mogi-Bertioga (Foto: Solange Freitas/G1) Uma análise preliminar realizada na terça-feira (14) no ônibus envolvido no acidente que matou 18 pessoas na rodovia Mogi-Bertioga apontam que o veículo não contou com o sistema de freios no momento da colisão. Pa...</td>\n",
       "      <td>103330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Dois feridos foram levados para a Santa Casa de Mogi das Cruzes (Foto: Maiara Barbosa/G1) Miliane dos Santos Andrade, de 31 anos - uma das feridas no acidente que matou 18 estudantes na Rodovia Mogi-Bertioga - recebeu alta da Santa Casa de Mogi das Cruzes na manhã desta quinta-feira (23). Ela e...</td>\n",
       "      <td>95624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Perícia no ônibus que sofreu um acidente na Rodovia Mogi-Bertioga (Foto: Solange Freitas/G1) Peritos da Polícia Científica fizeram uma análise do ônibus que se envolveu em um acidente que deixou 18 pessoas mortas na noite da última quarta-feira (8), no litoral de São Paulo. Eles constataram que...</td>\n",
       "      <td>106296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Medida semelhante já havia sido utilizada no ano passado, após a crise que culminou com a saída de vários diretores do Departamento Nacional de Infraestrutura de Transportes (DNIT), diante da denúncia de fraude em licitações. Atualmente a diretoria da ANTT conta com apenas dois membros, o que i...</td>\n",
       "      <td>1803906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>23.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O presidente em exercício Michel Temer nomeou nesta quinta-feira (7) diretores de duas agências reguladoras, conforme edição do Diário Oficial da União. Na Agência Nacional de Transportes Aquaviários (Antaq), Adalberto Tokarski foi nomeado para exercer o cargo de diretor-geral, com mandato até ...</td>\n",
       "      <td>83452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.8541</td>\n",
       "      <td>Com isso, a diretoria da ANTT volta a ter poder de deliberar. Desde fevereiro, com o fim do mandato do ex-diretor-geral da agência Bernardo Figueiredo, a ANTT estava operando com apenas dois diretores, um a menos do que o quórum mínimo exigido para a tomada de decisões. Na quarta-feira, um decr...</td>\n",
       "      <td>1802875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.8052</td>\n",
       "      <td>O presidente da Empresa de Planejamento e Logística (EPL), Bernardo Figueiredo, vai deixar o cargo até dezembro, segundo a assessoria de imprensa da estatal. A decisão já foi acertada com a presidente Dilma Rousseff. Segundo o G1 apurou, a tendência é que Figueiredo seja substituído no cargo po...</td>\n",
       "      <td>1006571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>23.0</td>\n",
       "      <td>0.7747</td>\n",
       "      <td>Relatório do setor de segurança da corte, obtido pelo Estado, mostra que a ex-braço direito da presidente Dilma Rousseff cumpriu mais de nove horas de compromissos no prédio do Anexo III, em Brasília, que abriga os gabinetes de ministros e secretarias técnicas responsáveis pela elaboração de au...</td>\n",
       "      <td>1673065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Pacotes com notas de US$ 1 - Andrew Harrer / Bloomberg RIO e SÃO PAULO - Com uma atuação mais firme do Banco Central no mercado de câmbio, o dólar opera em forte baixa nesta sexta-feira, na contramão do mercado externo. A moeda americana está sendo negociada a R$ 3,747, com queda de 4,53%. Na m...</td>\n",
       "      <td>5331902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Pacotes com notas de US$ 1 - Andrew Harrer / Bloomberg RIO e SÃO PAULO - Com uma atuação mais firme do Banco Central, o dólar opera em forte baixa nesta sexta-feira, na contramão do mercado externo. A moeda americana está sendo negociada a R$ 3,81, com queda de 2,87%. Na máxima do dia, a divisa...</td>\n",
       "      <td>5331702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Pacotes com notas de US$ 1 - Andrew Harrer / Bloomberg RIO e SÃO PAULO - Depois de um dia tumultuado no mercado financeiro, o dólar abriu nesta sexta-feira em forte baixa, na contramão do mercado externo. A moeda americana está sendo negociada a R$ 3,79, com queda de 3,26%. Na máxima do dia, a ...</td>\n",
       "      <td>5331467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>24.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Pacotes com notas de US$ 1 - Andrew Harrer / Bloomberg RIO e SÃO PAULO - Com uma atuação mais firme do Banco Central, o dólar opera em forte baixa nesta sexta-feira, na contramão do mercado externo. A moeda americana está sendo negociada a R$ 3,81, com queda de 2,87%. Na máxima do dia, a divisa...</td>\n",
       "      <td>5331727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>24.0</td>\n",
       "      <td>0.8503</td>\n",
       "      <td>Por Roberto Samora Homem segura grãos em cerimônia em Caseara, Tocantins 15/02/2018 REUTERS/Ueslei Marcelino SÃO PAULO (Reuters) - A tabela de fretes instituída por medida provisória para atender a pedidos de caminhoneiros, visando acabar com os bloqueios de estradas que duraram mais de dez dia...</td>\n",
       "      <td>5326106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Um trem descarrilou na manhã desta quarta-feira (26) em Catanduva (SP), na área central, em um cruzamento de grande movimento. Segundo a ALL (América Latina Logística), empresa que administra a linha férrea, a composição estava vazia. Ninguém ficou ferido. Equipes da concessionária estiveram no...</td>\n",
       "      <td>884723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Transportes Terrestres (ANTT), afirmou, mais uma vez, nesta quinta-feira (16) que a velocidade do trem que descarrilou em São José do Rio Preto (SP) em novembro foi a maior responsável pela tragédia. O perito da ANTT foi ouvido nesta quinta pela Polícia Federal em Rio Pret...</td>\n",
       "      <td>662959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A velocidade do trem que descarrilou em São José do Rio Preto (SP) no fim do ano passado foi a principal causadora da tragédia. Esta é a definição do laudo da Agência Nacional de Transportes Terrestres, entregue à Polícia Federal. O coordenador de fiscalização da ANTT, Nelson Miguel Marinho, pr...</td>\n",
       "      <td>773696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>ATUALIZADA ÀS 21H32 SÃO JOSÉ DO RIO PRETO - Uma deformação nos trilhos causada pelo rebaixamento do solo por infiltração da água de chuva e esgoto foi responsável pelo descarrilamento do trem da América Latina Logística (ALL) que matou oito pessoas em 24 de novembro de 2013, em São José do Rio ...</td>\n",
       "      <td>1432153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O maquinista da composição que descarrilou e matou oito pessoas em São José do Rio Preto (SP) em novembro prestou depoimento nesta segunda-feira (4) para a Polícia Federal. De acordo com o depoimento, o homem afirmou a 44 km/h, mas achava que aquela era a normal para o trecho. A velocidade máxi...</td>\n",
       "      <td>735165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.9685</td>\n",
       "      <td>Uma empresa que faz o transporte interestudual foi multada após negar a passagem gratuita de um estudante de baixa renda no Tocantins. Esse é um direito garantido pela Agência Nacional de Transportes Terrestres (ANTT). Robson Alexandre Silva é da cidade de São Domingos do Maranhão e está no ter...</td>\n",
       "      <td>4262993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.9344</td>\n",
       "      <td>Os idosos que desejam obter benefícios na hora de viajar de ônibus muitas vezes se confundem pelas diferenças entre duas leis – uma nacional, e outra que vale só no estado de São Paulo. Por isso, o TEM Notícias de Itapetininga (SP) reuniu informações das duas determinações. Uma delas, criada em...</td>\n",
       "      <td>743139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.9339</td>\n",
       "      <td>As rodoviárias do Sul de Minas já estão preparadas para receber os turistas durante o Carnaval. Em Poços de Caldas (MG), segundo a Socicam, o movimento deve aumentar pelo menos 50% no feriado em um comparativo com os dias úteis. A expectativa é de que pelo menos 12 mil pessoas passem pelo termi...</td>\n",
       "      <td>883466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.9299</td>\n",
       "      <td>A legislação determina, desde 2003, que maiores de 60 anos com renda igual ou inferior a dois salários mínimos têm o direito de viajar de graça em ônibus pelo país. Entretanto, muitos idosos reclamam que não conseguem emitir as passagens gratuitas nas rodoviárias de Goiás. A aposentada Maria Al...</td>\n",
       "      <td>596981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>26.0</td>\n",
       "      <td>0.9297</td>\n",
       "      <td>O Estatuto do Idoso assegura às pessoas acima de 60 anos o direito a gratuidade ou a pelo menos 50% de desconto no valor das passagens em ônibus interestaduais. Mas quem utiliza o serviço ainda enfrenta dificuldades para ter o direito garantido. Alguns idosos reclamam da burocracia para desfrut...</td>\n",
       "      <td>590561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Edital do TAV entra em audiência pública em fevereiro O diretor geral da Agência Nacional dos Transportes Terrestres (ANTT), Bernardo Figueiredo, afirmou hoje que o edital do trem de alta velocidade (TAV), que ligará Campinas a São Paulo e Rio, deverá ser colocado em audiência pública no início...</td>\n",
       "      <td>1839923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Transportes Terrestres (ANTT) está analisando dois pedidos de adiamento do leilão do Trem de Alta Velocidade (TAV), marcado para 11 de abril. Um deles foi feito pela Ad-Trem, que agrega os fabricantes de trens. O outro é um pedido conjunto de cinco entidades: Associação Br...</td>\n",
       "      <td>2023111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O plenário do Tribunal de Contas da União (TCU) aprovou nesta quarta-feira, 30, os estudos de viabilidade do Trem de Alta Velocidade (TAV), o trem-bala que ligará São Paulo, Campinas e Rio de Janeiro. Com isso, a Agência Nacional de Transportes Terrestres (ANTT) já poderá publicar o edital da l...</td>\n",
       "      <td>2198907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Segundo ele, esse é um tema importante, que ainda será discutido com o governo brasileiro. \"É preciso discutir o que se entende por transferência de tecnologia e até que nível isso vai ser alcançado\", afirmou o executivo, que participou hoje de um seminário sobre a viabilidade do TAV na Associa...</td>\n",
       "      <td>1908143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>27.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>A Agência Nacional de Transportes Terrestres (ANTT) anunciará na quinta-feira, 7, às 15 horas (horário de Brasília), o posicionamento oficial do governo sobre o adiamento do leilão do Trem de Alta Velocidade (TAV), que ligará Rio de Janeiro, São Paulo e Campinas. O aviso de entrevista coletiva ...</td>\n",
       "      <td>2018590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>28.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Os radares foram instalados por determinação da Agência Nacional de Transportes Terrestres (ANTT) para dar mais segurança aos seguintes quilômetros:1,9 (sentido Além Paraíba), 53,5 (ambos os sentidos), 78,6 (ambos os sentidos), 91,1 (ambos os sentidos), 101,2 (ambos os sentidos) e 104,1 (sentid...</td>\n",
       "      <td>5207742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.9126</td>\n",
       "      <td>TRÂNSITO AGORA: acompanhe o trânsito em São Paulo e o tráfego nas estradas de SP nesta sexta-feira, 7 de março Felipe Tau 07 março 2014 | 06:16 Está com problemas no trânsito? Mande seu relato para o Estado por WhatsApp para o número (11) 9-7069-8639 e ajude outros motoristas a fugir dos conges...</td>\n",
       "      <td>1463159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.8122</td>\n",
       "      <td>Tropa de Choque durante ação para liberar a BR-040 dos manifestantes (Foto: TV Globo/Reprodução) A Tropa de Choque da Polícia Militar foi acionada na manhã desta segunda-feira (17) para liberar a BR-040 na altura de Santa Maria, que era ocupada por cerca de 300 pessoas que manifestavam por melh...</td>\n",
       "      <td>867083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.6785</td>\n",
       "      <td>Tropa protege o Palácio Guanabara. sede do governo do Rio. Foto: Marcos de Paula/Estadão As greves e manifestações que ocorrem nesta quinta-feira, 11, nas principais cidades do País, dentro do movimento que está sendo chamado de “Dia Nacional de Lutas”, atingem sobretudo os setores metalúrgico,...</td>\n",
       "      <td>1550851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.6743</td>\n",
       "      <td>Tráfego na Dutra próximo a entrada da GM por volta das 8h em São José (Foto: Carlos Santos/G1) saiba mais VEJA FOTOS DAS MANIFESTAÇÕES NO VALE EM DIA DE PROTESTOS No Dia Nacional de Lutas convocado pelas principais centrais sindicais do país, a Dutra teve três pontos bloqueados por manifestante...</td>\n",
       "      <td>1142209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Chuva aumenta cratera e faixa é interditada na BR-324 (Foto: Imagem/ TV Bahia) A concessionária Via Bahia prestou esclarecimento sobre a cratera na BR-324, localizada na região de Porto Seco-Pirajá, em Salvador, em uma coletiva à imprensa nesta terça-feira (17). O buraco na pista está formado h...</td>\n",
       "      <td>1053122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Chuva aumenta cratera e faixa é interditada na BR-324 sentido Feira (Foto: Imagem/ TV Bahia) O vice-governador e secretário de Infraestrutura, Otto Alencar, solicitou \"medidas mais efetivas\" à Agência Nacional de Transportes Terrestres (ANTT) em relação à concessionária Via Bahia, que administr...</td>\n",
       "      <td>1054909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Cratera na BR-324, na Bahia (Foto: Mauro Akin Nassor/BAPRESS/Estadão Conteúdo) A cratera formada após fortes chuvas no mês de junho, no trecho da BR-324, na região de Porto Seco-Pirajá, em Salvador, completa três meses nesta quinta-feira (5). Segundo as informações da ViaBahia, concessionária q...</td>\n",
       "      <td>1070862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O Ministério Público Federal (MPF) entrou com uma ação civil pública contra Via Bahia, empresa que administra parte da BR-324, pedindo que a Justiça Federal obrigue a concessionária a realizar obras e serviços. A ação foi ajuizada no dia 15 de agosto e informada nesta segunda-feira (26). Segund...</td>\n",
       "      <td>1084145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>29.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Cratera causou transtornos à população (Foto: Imagem/ TV Bahia) A concessionária Via Bahia informou nesta segunda-feira (23) que o trecho bloqueado para obras na BR-324 será liberado para o tráfego de veículos a partir de terça-feira (24). Um buraco se formou na pista há mais de três meses na r...</td>\n",
       "      <td>1046444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>BRASÍLIA — Terminou sem acordo a segunda audiência realizada pelo ministro Luiz Fux, do Supremo Tribunal Federal (STF), com representantes do setor produtivo (agronegócio e indústria) e dos caminhoneiros sobre o tabelamento do frete. A assessoria do ministro informou que até o dia 27 de agosto,...</td>\n",
       "      <td>5380523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>O ministro dos Transportes, Valter Casimiro, afirmou nesta quarta-feira (6) que a Agência Nacional de Transportes Terrestres (ANTT) deverá publicar, nesta quinta (7), uma nova tabela com os preços mínimos dos fretes.</td>\n",
       "      <td>5327326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Reuters Tamanho do texto SÃO PAULO (Reuters) - A comissão mista que avalia a medida provisória que cria uma política nacional de preços mínimos de frete rodoviário aprovou nesta quarta-feira relatório da proposta que seguirá agora para avaliação dos plenários da Câmara dos Deputados e do Senado...</td>\n",
       "      <td>5395745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Medida é uma das principais reivindicações dos caminhoneiros Tabela de preço mínimo do frete - Caminhoneiros Foto: Pablo Jacob / Agência O Globo BRASÍLIA - A tabela do frete, uma das medidas tomadas pelo governo para encerrar a greve dos caminhoneiros, será corrigida em 5,5%, em média, para inc...</td>\n",
       "      <td>5561530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>30.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>Caminhões parados durante a greve. - Nilton Cardin / Parceiro / Agência O Globo / Agência O Globo BRASÍLIA E SÃO PAULO - Menos de uma semana depois do fim da greve de caminhoneiros, que paralisou o país e provocou uma grave crise de desabastecimento, o governo ainda não conseguiu cumprir todos ...</td>\n",
       "      <td>5327756</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Topic_Num  Topic_Perc_Contrib  \\\n",
       "0          1.0              0.8122   \n",
       "1          1.0              0.6534   \n",
       "2          1.0              0.6135   \n",
       "3          1.0              0.5327   \n",
       "4          1.0              0.5240   \n",
       "5          2.0              1.0000   \n",
       "6          2.0              0.8686   \n",
       "7          2.0              0.8585   \n",
       "8          2.0              0.8168   \n",
       "9          2.0              0.7405   \n",
       "10         3.0              1.0000   \n",
       "11         3.0              1.0000   \n",
       "12         3.0              0.8497   \n",
       "13         3.0              0.8374   \n",
       "14         3.0              0.8040   \n",
       "15         4.0              1.0000   \n",
       "16         4.0              0.9432   \n",
       "17         4.0              0.8927   \n",
       "18         4.0              0.8536   \n",
       "19         4.0              0.8405   \n",
       "20         5.0              1.0000   \n",
       "21         5.0              1.0000   \n",
       "22         5.0              1.0000   \n",
       "23         5.0              1.0000   \n",
       "24         5.0              1.0000   \n",
       "25         6.0              1.0000   \n",
       "26         6.0              0.9465   \n",
       "27         6.0              0.9462   \n",
       "28         6.0              0.9388   \n",
       "29         6.0              0.9283   \n",
       "30         7.0              1.0000   \n",
       "31         7.0              1.0000   \n",
       "32         7.0              1.0000   \n",
       "33         7.0              1.0000   \n",
       "34         7.0              1.0000   \n",
       "35         8.0              1.0000   \n",
       "36         8.0              1.0000   \n",
       "37         8.0              1.0000   \n",
       "38         8.0              0.9387   \n",
       "39         8.0              0.9345   \n",
       "40         9.0              1.0000   \n",
       "41         9.0              1.0000   \n",
       "42         9.0              1.0000   \n",
       "43         9.0              1.0000   \n",
       "44         9.0              1.0000   \n",
       "45        10.0              1.0000   \n",
       "46        10.0              1.0000   \n",
       "47        10.0              1.0000   \n",
       "48        10.0              1.0000   \n",
       "49        10.0              1.0000   \n",
       "50        11.0              1.0000   \n",
       "51        11.0              1.0000   \n",
       "52        11.0              1.0000   \n",
       "53        11.0              1.0000   \n",
       "54        11.0              1.0000   \n",
       "55        12.0              1.0000   \n",
       "56        12.0              1.0000   \n",
       "57        12.0              1.0000   \n",
       "58        12.0              1.0000   \n",
       "59        12.0              1.0000   \n",
       "60        13.0              0.7005   \n",
       "61        13.0              0.6117   \n",
       "62        13.0              0.6005   \n",
       "63        13.0              0.5832   \n",
       "64        13.0              0.5724   \n",
       "65        14.0              1.0000   \n",
       "66        14.0              0.9728   \n",
       "67        14.0              0.9457   \n",
       "68        14.0              0.9130   \n",
       "69        14.0              0.8953   \n",
       "70        15.0              1.0000   \n",
       "71        15.0              1.0000   \n",
       "72        15.0              1.0000   \n",
       "73        15.0              1.0000   \n",
       "74        15.0              1.0000   \n",
       "75        16.0              1.0000   \n",
       "76        16.0              1.0000   \n",
       "77        16.0              1.0000   \n",
       "78        16.0              1.0000   \n",
       "79        16.0              1.0000   \n",
       "80        17.0              1.0000   \n",
       "81        17.0              1.0000   \n",
       "82        17.0              1.0000   \n",
       "83        17.0              0.8658   \n",
       "84        17.0              0.8521   \n",
       "85        18.0              1.0000   \n",
       "86        18.0              1.0000   \n",
       "87        18.0              1.0000   \n",
       "88        18.0              1.0000   \n",
       "89        18.0              1.0000   \n",
       "90        19.0              0.8327   \n",
       "91        19.0              0.7836   \n",
       "92        19.0              0.7423   \n",
       "93        19.0              0.7420   \n",
       "94        19.0              0.7403   \n",
       "95        20.0              1.0000   \n",
       "96        20.0              1.0000   \n",
       "97        20.0              1.0000   \n",
       "98        20.0              1.0000   \n",
       "99        20.0              1.0000   \n",
       "100       21.0              1.0000   \n",
       "101       21.0              1.0000   \n",
       "102       21.0              1.0000   \n",
       "103       21.0              1.0000   \n",
       "104       21.0              1.0000   \n",
       "105       22.0              1.0000   \n",
       "106       22.0              1.0000   \n",
       "107       22.0              1.0000   \n",
       "108       22.0              1.0000   \n",
       "109       22.0              1.0000   \n",
       "110       23.0              1.0000   \n",
       "111       23.0              1.0000   \n",
       "112       23.0              0.8541   \n",
       "113       23.0              0.8052   \n",
       "114       23.0              0.7747   \n",
       "115       24.0              1.0000   \n",
       "116       24.0              1.0000   \n",
       "117       24.0              1.0000   \n",
       "118       24.0              1.0000   \n",
       "119       24.0              0.8503   \n",
       "120       25.0              1.0000   \n",
       "121       25.0              1.0000   \n",
       "122       25.0              1.0000   \n",
       "123       25.0              1.0000   \n",
       "124       25.0              1.0000   \n",
       "125       26.0              0.9685   \n",
       "126       26.0              0.9344   \n",
       "127       26.0              0.9339   \n",
       "128       26.0              0.9299   \n",
       "129       26.0              0.9297   \n",
       "130       27.0              1.0000   \n",
       "131       27.0              1.0000   \n",
       "132       27.0              1.0000   \n",
       "133       27.0              1.0000   \n",
       "134       27.0              1.0000   \n",
       "135       28.0              1.0000   \n",
       "136       28.0              0.9126   \n",
       "137       28.0              0.8122   \n",
       "138       28.0              0.6785   \n",
       "139       28.0              0.6743   \n",
       "140       29.0              1.0000   \n",
       "141       29.0              1.0000   \n",
       "142       29.0              1.0000   \n",
       "143       29.0              1.0000   \n",
       "144       29.0              1.0000   \n",
       "145       30.0              1.0000   \n",
       "146       30.0              1.0000   \n",
       "147       30.0              1.0000   \n",
       "148       30.0              1.0000   \n",
       "149       30.0              1.0000   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                            Text  \\\n",
       "0     BrasÃ­lia O ministro Luiz Fux, do STF (Supremo Tribunal Federal), reafirmou uma decisÃ£o sua, de junho de 2018, determinando a suspensÃ£o de todos os processos que tramitam em todas instÃ¢ncias inferiores da JustiÃ§a contra o tabelamento do frete rodoviÃ¡rio. Na prÃ¡tica, a decisÃ£o de Fux, des...   \n",
       "1     BrasÃ­lia A ANTT (AgÃªncia Nacional de Transportes Terrestres) informou nesta quinta-feira (6) que comeÃ§arÃ¡ a fiscalizar a aplicaÃ§Ã£o da tabela de preÃ§os mÃ­nimos de frete. O anÃºncio foi feito apÃ³s demanda da categoria pela inspeÃ§Ã£o. Em ediÃ§Ã£o extra do DiÃ¡rio Oficial da UniÃ£o, a agÃ...   \n",
       "2     BrasÃ­lia A JustiÃ§a do Rio Grande do Norte concedeu liminar que suspende os efeitos da medida provisÃ³ria que prevÃª a existÃªncia da tabela de preÃ§os mÃ­nimos de frete.A ANTT (AgÃªncial Nacional de Transportes Terrestres) informou que recebeu a decisÃ£o provisÃ³ria e avalia que a medida vale...   \n",
       "3     SÃ£o Paulo A AGU (Advocacia-Geral da UniÃ£o) informou nesta sexta-feira (7) que vai recorrer da decisÃ£o do ministro do STF (Supremo Tribunal Federal) Luiz Fux de proibir multa contra o descumprimento da tabela do frete. A decisÃ£o afrouxou a medida adotada desde maio deste para pÃ´r fim Ã para...   \n",
       "4     BrasÃ­lia A ANTT (AgÃªncia Nacional de Transportes Terrestres) defendeu a existÃªncia da tabela mÃ­nima de frete, com base no princÃ­pio da dignidade da pessoa humana, e argumentou que a suspensÃ£o do tabelamento \"lanÃ§arÃ¡ o paÃ­s no mesmo caos em que se encontrava dias atrÃ¡s\". O posicionamen...   \n",
       "5     O Ministério do Planejamento, Orçamento e Gestão autorizou por meio da portaria nº 151, divulgada no \"Diário Oficial da União\" desta segunda-feira (12), a nomeação de 66 candidatos aprovados no concurso da Agência Nacional de Transportes Terrestres (ANTT), vinculada ao Ministério dos Transporte...   \n",
       "6     O Ministério do Planejamento, Orçamento e Gestão autorizou a nomeação de 285 aprovados nos concursos públicos da Agência Nacional de Transportes Terrestres (ANTT), Instituto Brasileiro do Meio Ambiente e dos Recursos Naturais Renováveis (Ibama), Hospital das Forças Armadas (HFA), Instituto Bras...   \n",
       "7     O ano de 2015 não será tão movimento nos concursos públicos como foi 2014. O número de vagas previstas em órgãos de níveis federal e estadual, além de capitais, chega a 21,6 mil, segundo levantamento feito pelo G1. Entre as vagas levantadas estão cargos que foram criados e oportunidades que já ...   \n",
       "8     saiba mais Veja o resultado final das provas objetivas e provisório das provas discursivas A Agência Nacional de Transportes Terrestres (ANTT) divulgou o resultado final nas provas objetivas e o resultado provisório na prova discursiva do concurso para 135 vagas em cargos de nível médio e super...   \n",
       "9     são carlos e araraquara mogi das cruzes e suzano são paulo e região são carlos e araraquara mogi das cruzes e suzano Bem Estar Veja a relação de concursos previstos para 2017 Há vagas previstas, autorizadas e publicadas em todo o país. Por G1 SP Veja abaixo a relação de concursos previstos para...   \n",
       "10    Casa ameaça desabar em encosta na BR-040 - Via WhathsApp RIO — A prefeitura de Petrópolis entrará com uma queixa-crime contra a Concer, responsabilizando a concessionária que administra a BR-040 pelo acidente desta terça-feira na estrada, por abandonar a obra da nova subida da Serra. A ação est...   \n",
       "11    Por que a obra está parada? – A Concer paralisou as intervenções em julho de 2016, alegando inadimplência de aportes financeiros acertados com a União. Mas a obra é objeto de processo no Tribunal de Contas da União (TCU) e de ações na Justiça Federal. O que foi feito até agora? A obra começou e...   \n",
       "12    Cratera na BR-040 desabriga mais de cem moradores de Petrópolis, no RJ Quarenta e cinco casas e uma escola foram evacuadas na tarde desta terça-feira (7), depois que uma cratera se abriu e derrubou um imóvel na Comunidade de Contorno, em Petrópolis, na Região Serrana do Rio, segundo informações...   \n",
       "13    Moradores de Silva Jardim fecharam a rodovia durante um protesto no ano passado (Foto: Lucas Madureira) A Agência Nacional de Transportes Terrestres (ANTT) e a Prefeitura de Casimiro de Abreu realizam nesta quinta-feira (6) uma audiência pública com moradores para apresentação dos projetos de d...   \n",
       "14    Moradores de Silva Jardim fecharam a rodovia durante um protesto (Foto: Lucas Madureira / arquivo pessoal) Uma manifestação de moradores da localidade de Aldeia Velha, entre os municípios de Silva Jardim e Casimiro de Abreu, interior do estado do Rio de Janeiro, fechou os dois sentidos da BR-10...   \n",
       "15    Após reformas, começam a funcionar nesta terça-feira (15) duas balanças de pesagem na BR-050. Uma está situada no km 84, em Uberlândia, e a outra no km 161, em Uberaba. Em cada posto de pesagem atuam 9 colaboradores da MGO e um agente fiscal da Agência Nacional de Trânsito e Transportes, respon...   \n",
       "16    Posto fica no km 84+900 Sul da BR-050 (Foto: MGO Rodovias/ Divulgação) O Posto de Pesagem Veicular (PPV), que fica no km 84+900 Sul da BR-050, em Uberlândia iniciou nesta quinta-feira (15) a operação da balança em caráter educativo para orientar os motoristas sobre os procedimentos de pesagem. ...   \n",
       "17    Motoristas de caminhões com placas encobertas foram multados em mais de R$ 5 mil; eles tentaram fugir da pesagem e levavam carga excedente (Foto: PRF/Divulgação) Cinco caminhões com placas encobertas foram flagrados durante uma operação da Polícia Rodoviária Federal (PRF) que terminou na madrug...   \n",
       "18    Publicidade A partir da 0h desta segunda (29), o motorista que exceder a velocidade máxima permitida na rodovia Régis Bittencourt, que liga a cidade de São Paulo a Curitiba (PR), será multado. Ao todo, segundo a Autopista Régis Bittencourt, que administra a rodovia, são 18 radares instalados ao...   \n",
       "19    Balança começa a funcionar na BR-050 (Foto: MGO Rodovias/ Divulgação) As duas balanças que estavam previstas para começar operar na BR-050 nesta quarta-feira (16), entre Uberlândia e Uberaba, apresentaram problemas logo no início da manhã nos Postos de Pesagem Veicular (PPV). Uma delas está sit...   \n",
       "20    Um simulado de acidente com veículo transportando carga perigosa vai bloquear duas faixas da BR-290 (freeway) na manhã desta quarta-feira (29), em Gravataí, na Região Metropolitana de Porto Alegre. De acordo com a Polícia Rodoviária Federal (PRF), a atividade será realizada por volta das 9h no ...   \n",
       "21    Caminhão pau-de-arara apreendido durante a Operação Romaria Segura no Ceará (Foto: Polícia Rodoviária Federal/ Divulgação) A Prefeitura de Juazeiro do Norte divulgou neste domingo (1º) uma nota de \"repúdio e descontentamento\" contra a Agência Nacional de Transportes Terrestres (ANTT). Segundo o...   \n",
       "22    Centenas de fiéis lotam nesta segunda-feira (2) a Capela de Nossa Senhora do Perpétuo Socorro, em Juazeiro do Norte, em uma das missas de Dia dos Finados. A Capela do Socorro, como é conhecida, foi aberta para visitação às 4h da manhã e fica na frente do cemitério do município. O local é um dos...   \n",
       "23    A Polícia Rodoviária Federal (PRF) autuou 38 veículos \"paus-de-arara\" e quatro ônibus escolares até a manhã desta segunda-feira (2) durante a Operação Romaria Segura na Região do Cariri, Sul do Ceará. Segundo a PRF, os veículos transportavam 567 pessoas para a romaria de Finados, em Juazeiro do...   \n",
       "24    As duas pistas da BR-116 em Teresópolis, Região Serrana do Rio, foram totalmente liberadas nesta quarta-feira (9). Duas pedras se desprenderam da encosta e atingiram a pista na terça-feira (8). Não houve feridos no incidente, onde técnicos estão monitorando o local. Uma empresa foi contratada p...   \n",
       "25    As rodovias do Noroeste do Rio Grande do Sul que estavam bloqueadas neste sábado (25) por caminhoneiros foram liberadas à noite, conforme informou por volta das 20h a Polícia Rodoviária Federal (PRF). Durante a tarde, houve bloqueios no km 60 da BR-158 em Panambi, em Ijuí, no km 458 da BR-285 e...   \n",
       "26    Caminhoneiros se reúnem em Santa Rosa, RS (Foto: Maurício Rebellato/RBS TV) Um grupo de caminhoneiros promoveu manifestações em alguns pontos isolados do Rio Grande do Sul neste domingo (26). Em Ijuí, no Noroeste, alguns manifestantes se reuniram no km 458 da BR-285. Em Santa Rosa, na mesma reg...   \n",
       "27    Após algumas horas, caminhoneiros voltaram a bloquear rodovias no Rio Grande do Sul. Segundo a Polícia Rodoviária Federal, na tarde deste sábado (25) há três interrupções parciais no estado. Há manifestações em Ijuí, no km 458 da BR-285, e no km 155 da BR-472, em Santa Rosa. Em todos os casos o...   \n",
       "28    Manifestantes mandam caminhoneiros encostar na BR-386, (Foto: Divulgação/PRF) Pelo menos oito rodovias seguem com bloqueios no Rio Grande do Sul no início da noite desta sexta-feira (24). As interrupções para o tráfego de caminhões ocorrem em sete estradas federais e em uma estadual: na BR-285,...   \n",
       "29    Manifestantes mandam caminhoneiros encostar na BR-386, em Boa Vista das Missões (Foto: Divulgação/PRF) Pelo menos seis rodovias seguem com bloqueios no Rio Grande do Sul na manhã desta sexta-feira (24). As interrupções para o tráfego de caminhões ocorrem em cinco estradas federais e em uma esta...   \n",
       "30                    Segundo fonte do governo que pediu anonimato, o mais provável é que Siegelmann seja posteriormente empossado como diretor-geral da agência. Daniel Siegelmann ocupa atualmente o cargo de secretário de Fomento para Ações de Tranportes no Ministério dos Transportes. (Por Leonardo Goy)   \n",
       "31    SÃO PAULO - O consórcio coreano interessado na licitação do Trem de Alta Velocidade (TAV) que o governo realiza neste fim de ano negou informações da imprensa de que tenha desistido da disputa e afirmou nesta sexta-feira que entregará proposta para o projeto na segunda-feira. O grupo, chamado d...   \n",
       "32    Figueiredo explicou que esses quatro grupos não indicam necessariamente a formação de quatro consórcios, pois os executores da obra e os detentores de tecnologia poderão se unir posteriormente e, desta forma, reduzir o número de competidores. O diretor da ANTT admitiu que a decisão do adiamento...   \n",
       "33    Segundo o fato relevante, o projeto da Malha II teve seus prazos de conclusão readequados e prevê financiamento e aportes de aproximadamente R$ 7,5 bilhões (base abril/2012) para a construção de 1.728 quilômetros de linhas, dos quais R$ 4,1 bilhões foram investidos até junho de 2013. A Malha No...   \n",
       "34    Por Leonardo Goy BRASÍLIA (Reuters) - O governo deverá adiar de abril para julho o leilão de concessão do trem-bala que ligará Campinas, São Paulo e Rio de Janeiro, obra prioritária do Programa de Aceleração do Crescimento (PAC) orçada em mais de 30 bilhões de reais, disse à Reuters uma fonte d...   \n",
       "35    Tarifa de ônibus interestadual e internacional aumenta 11,9% As tarifas de ônibus interestaduais e internacionais aumentarão 11,90% a partir de amanhã. A informação é da Agência Nacional de Transportes Terrestres (ANTT). A reivindicação do setor era de um reajuste de 16,61%. O último aumento da...   \n",
       "36    Uma operação conjunta da Agência Nacional do Petróleo (ANP) com diversos órgãos do GDF e o Ministério Público interditou 35 bicos de bombas de postos de combustíveis do Distrito Federal entre os dias 31 de março e esta quinta-feira (3). De acordo com a ANP, um posto foi interditado e dois tiver...   \n",
       "37    Terminal Rodoviário de São Brás, em Belém (Foto: Tarso Sarraf/O Liberal) Neste feriado de Dia do Trabalhadores, 1º de Maio, o transporte deve custar mais caro para quem vai viajar de ônibus para outro estado. Segundo o Dieese, o reajuste no transporte rodoviário interestadual está mais caro em ...   \n",
       "38    Em operações realizadas na semana passada nos estados do Rio de Janeiro, de Goiás e Minas Gerais, a Agência Nacional do Petróleo, Gás Natural e Biocombustíveis (ANP) autuou 63 postos de revenda de derivados do petróleo, distribuidoras e caminhões-tanque. Segundo nota divulgada hoje (19) pela AN...   \n",
       "39    Terminal Rodoviário de Belém (Foto: Tarso Sarraf / O Liberal) Pesquisas do Departamento Intersindical de Estatísticas e Estudos Socioeconômicos (Dieese-Pa) mostram que o custo dos transportes rodoviários intermunicipal e interestadual continuam elevados neste período do Carnaval e sem descontos...   \n",
       "40    Uma mulher foi presa em flagrante na tarde deste sábado (27), em Campinas (SP), com 25,7 quilos de maconha em um ônibus clandestino que saiu de São Paulo (SP) e tinha Alagoas (AL) como destino final. O veículo foi parado na Rodovia Anhanguera (SP-330) durante a fiscalização da Agência Nacional ...   \n",
       "41    O DFTrans, responsável por fiscalizar e regular o transporte público no Distrito Federal, cobrava de empresas concessionárias passagens de ônibus e bilhetes aéreos em nome de pessoas ligadas ao PPL, partido presidido no Distrito Federal pelo diretor-geral do órgão, Marco Antonio Campanella. O d...   \n",
       "42    Carga apreendida pela Polícia Militar em rodovia de Jales (Foto: Divulgação/ Polícia Milita) Um homem de 32 anos foi flagrado na manhã desta quinta-feira (19) transportando uma grande quantidade de fogos de artifício sem documentação em um veículo na rodovia Euclides da Cunha, em Jales (SP). Se...   \n",
       "43    A polícia prendeu na tarde desta quinta-feira (23) um homem que era procurado por homicídio qualificificado. Ele dirigia uma van que fazia transporte ilegal de passageiros na BR-070, em trecho de Ceilândia, no Distrito Federal, quando foi surpreendido por agentes da Polícia Rodoviária Federal (...   \n",
       "44    A 2ª Promotoria de Justiça de Defesa do Patrimônio Público do Distrito Federal instaurou inquérito para apurar as denúncias sobre cobrança de passagens de ônibus e bilhetes aéreos para pessoas ligadas ao PPL, partido presidido no DF pelo diretor-geral do DFTrans, Marco Antonio Campanella, de em...   \n",
       "45    BRASÍLIA - O primeiro relatório publicado pela Agência Nacional de Transportes Terrestres (ANTT) sobre a consulta pública do edital do trem-bala que ligará Campinas, São Paulo e Rio de Janeiro confirma que a exigência de experiência na operação de trens de alta velocidade cairá de dez para cinc...   \n",
       "46    Notícias Demanda doméstica também apresentou crescimento Demanda doméstica também apresentou crescimento Brasília, 29 de junho de 2015 - A demanda (em passageiros-quilômetros pagos transportados – RPK) por transporte aéreo doméstico de passageiros registrou crescimento de 1,2% em maio de 2015, ...   \n",
       "47    A confirmação da mudança se deu em resposta a um questionamento realizado por meio eletrônico - cuja autoria não foi publicada pela ANTT -, que apontou que a limitação original excluía a possibilidade de participação da tecnologia MagLev chinesa no leilão, visto que sua operação comercial se in...   \n",
       "48    O tempo de experiência na operação de trem de alta velocidade poderá ser usado como critério de desempate na seleção do projeto do trem-bala que ligará Campinas, São Paulo e Rio de Janeiro, cujo leilão foi marcado para 16 de dezembro. Segundo o edital assinado nesta terça-feira, 13, pela Agênci...   \n",
       "49    Notícias Oferta também apresentou crescimento no mês Oferta também apresentou crescimento no mês Brasília, 26 de maio de 2015 - A demanda (em passageiros-quilômetros pagos transportados – RPK) por transporte aéreo doméstico de passageiros registrou crescimento de 3% em abril de 2015, comparada ...   \n",
       "50    Seminário do Fórum das Agências Reguladoras debate avanços em 2012 6/12/2012 O Fórum dos Dirigentes das Agências Reguladoras Federais promove nesta quinta-feira, 6 de dezembro, evento para debater os avanços da regulação brasileira. O seminário “Destaques e Perspectivas da Regulação Federal em ...   \n",
       "51    A decisão, tomada depois de 50 dias da ocupação do Cais José Estelita, é apenas uma mudança de estratégia, de acordo com o movimento. \"Só não haverá mais dormida no local, mas as palestras e atividades culturais de mobilização contra o projeto continuam\", assegurou um dos seus porta-vozes, Chic...   \n",
       "52    Artistas postaram fotos em apoio ao movimento: Clarice Falcão, Otto, Ney Matogrosso e Leandra Leal (Foto: Reprodução/Instagram e Reprodução/Facebook) Cresce nas redes sociais o apoio de artistas ao movimento OcupeEstelita, que luta contra o projeto Novo Recife, que prevê a construção de 12 torr...   \n",
       "53    Regulação em debate Evento contará com a presença de representantes da Casa Civil e das agências reguladoras do país. A Agência Nacional de Vigilância Sanitária (Anvisa) realiza, no dia 15 de março, em Brasília, um seminário que vai discutir a “Análise de Impacto Regulatório e o processo de qua...   \n",
       "54    RECIFE - Por temor de atos de violência, os ativistas do movimento #OcupeEstelita decidiram suspender na noite desta quinta-feira, 10, o acampamento sob o viaduto Capitão Temudo, ao lado do terreno onde se prevê a construção do projeto imobiliário Novo Recife, que inclui 12 torres residenciais ...   \n",
       "55    A Agência Nacional de Transportes Terrestres (ANTT) informou nesta quarta-feira (21) que três grupos apresentaram proposta para disputar o leilão do trecho da BR-153 entre Goiás e Tocantins. O leilão está marcado para a próxima sexta-feira (23), às 10h, na BM&FBovespa, em São Paulo. Este será o...   \n",
       "56    A Agência Nacional de Transportes Terrestres homologou, nesta quarta-feira (28), a concessão da Rodovia de Integração do Sul, nos trechos das BRs 101, 290, 386 e 448 no Rio Grande do Sul. De acordo com a ANTT, esta é uma etapa técnica do leilão realizado no início do mês em São Paulo, quando o ...   \n",
       "57    Quase 1.700 quilômetros de ferrovias - praticamente uma Transnordestina - podem voltar para as mãos do governo federal. Na semana passada, as empresas que administram a malha nacional entregaram à Agência Nacional de Transportes Terrestres (ANTT) os projetos de recuperação de 33 trechos abandon...   \n",
       "58             BRASÍLIA, 3 Dez (Reuters) - Ao menos três grupos estão interessados no leilão do trecho da BR-163 no Mato Grosso do Sul e cinco no da BR-040, entre Brasília e Juiz de Fora (MG), informou o diretor-geral da Agência Nacional de Transportes Terrestres (ANTT), Jorge Bastos, nesta terça-feira.   \n",
       "59    Obras na BR-163 em Mato Grosso começaram no trecho de Rondonópolis (Foto: Laís Costa Marques) A Agência Nacional de Transportes Terrestres (ANTT) revisou para R$ 2,661 a tarifa básica de pedágio da BR-163 em Mato Grosso, no trecho concedido à OdebrechtTransport. O acréscimo extraordinário de 0,...   \n",
       "60    Há alguns dias, Jerôme Valcke, secretário-geral da Fifa, que, na questão da organização da Copa, funciona como o executivo, proferiu em público uma dessas expressões costumeiramente ditas privadamente - sem trocadilho. O pano de fundo é a preocupação com obras físicas para a Copa, que estariam ...   \n",
       "61    Brasil 2011... O editorial O risco de um PRI brasileiro (A3) e o artigo de Bolívar Lamounier A \"mexicanização\" em marcha (A2), de terça-feira, soam como sinal de tsunami à vista no sismógrafo político brasileiro. A já anunciada \"terceira vitória de Lula\", por meio de sua candidata a presidente(...   \n",
       "62    CENSURA Há um ano Há 366 dias vivemos em estado de exceção: calaram a imprensa livre do jornal O Estado de S. Paulo. Com a força da indignação mais profunda do povo que não tem voz, eu pergunto: onde estão aqueles arautos da democracia e da liberdade que tanto queriam o PT no governo como a úni...   \n",
       "63    Tradição e quimera Um esclarecimento para os jovens. O discurso inaugural na Assembleia-Geral da ONU de 2011 feito pela presidente Dilma segue uma tradição que perdura desde 1947, quando Osvaldo Aranha abriu a sessão daquele ano. Quanto aos esforços de Dilma para quebrar patentes de remédios co...   \n",
       "64    Em sua primeira manifestação sobre a crise política entre o Planalto e partidos da base, o ex-presidente apoiou as mudanças feitas por sua sucessora na interlocução do governo com o Congresso. A presidente decidiu trocar os líderes do governo na Câmara e no Senado após ter sido derrotada na rec...   \n",
       "65    A força-tarefa do Ministério Público Federal (MPF) que atua na Operação Lava Jato em São Paulo denunciou 32 pessoas por participarem da formação de cartel com o aval de agentes públicos lotados nas empresas Dersa Desenvolvimento Rodoviário, Empresa Municipal de Urbanização (Emurb) e na Secretar...   \n",
       "66    A força-tarefa da Operação Lava Jato apresentou à Justiça uma cópia das planilhas do ‘amor’ e da ‘briga’, da Odebrecht, em denúncia por cartel e fraude à licitação no Rodoanel Sul e em obras viárias paulistanas, apresentada nesta sexta-feira, 3. Segundo o Ministério Público Federal, como o cart...   \n",
       "67    Em denúncia levada à Justiça Federal nesta sexta-feira, 3, a força-tarefa da Operação Lava Jato, em São Paulo, descreve a atuação do ex-presidente da Dersa Dario Rais Lopes –ex-secretário estadual de transportes e atual Secretário de Aviação Civil do Ministério dos Transportes, no suposto carte...   \n",
       "68    O senador José Serra negou caixa dois em suas campanhas eleitorais. A candidatura do tucano ao governo estadual de São Paulo em 2006 é citada por ex-executivos da OAS, Andrade Gutierrez e Odebrecht como destinatária de valores não contabilizados, no âmbito de inquérito que investiga supostos de...   \n",
       "69    A nova denúncia da força-tarefa da Operação Lava Jato contra o ex-diretor da Dersa Paulo Vieira de Souza detalha a participação do executivo em cartel e fraude à licitação no trecho Sul do Rodoanel em São Paulo. O Ministério Público Federal cita uma reunião de Paulo Vieira com executivos da Que...   \n",
       "70    BRASÍLIA - O líder do governo no Senado, Romero Jucá (PMDB-RR), disse nesta quarta-feira, 15, que a votação da recondução do diretor-geral da Agência Nacional de Transportes Terrestres (ANTT), Bernardo Figueiredo, será votada somente após o carnaval. A recondução de Figueiredo havia sido aprova...   \n",
       "71    Dilma indica Paulo Sérgio Passos para diretoria da ANTT A presidente Dilma Rousseff encaminhou mensagem ao Senado, nesta sexta-feira, indicando o nome de Paulo Sérgio Passos para a diretoria da Agência Nacional de Transportes Terrestres (ANTT). O nome de Passos terá que ser apreciado e aprovado...   \n",
       "72    A ministra fez as declarações após encontro com o novo líder do governo na Câmara, Arlindo Chinaglia (PT-SP), e lideranças da base na Casa. \"Nós vamos continuar trabalhando como trabalhamos durante todo o ano passado, com muitas matérias aprovadas. Matérias difíceis. E a base nunca nos faltou\",...   \n",
       "73                                                                                                                                  Senador quer tesoureiro de seu partido em agência reguladora Argello trabalha para emplacar na ANTT o amigo Ivo Borges, que admite não ter experiência alguma em transportes   \n",
       "74    Chinaglia substitui o deputado Cândido Vaccarezza (PT-SP), que, mais cedo, já havia anunciado sua saída do cargo. A Presidência também confirmou a troca na liderança do governo no Senado: Eduardo Braga (PMDB-AM) substituirá Romero Jucá (PMDB-RR), confirmando informações divulgadas na véspera. D...   \n",
       "75    A concessionária que administra a BR-040, entre Brasília e Juiz de Fora, na Região da Zona da Mata, em Minas Gerais, vai começar a cobrar pedágio a partir da 0h desta quinta-feira (30). A Agência Nacional de Transportes Terrestres (ANTT) autorizou a cobrança em nove das 11 praças de pedágio, no...   \n",
       "76    A Agência Nacional de Transportes Terrestres (ANTT) autorizou na última sexta-feira (16) o aumento das tarifas de pedágio das rodovias BR-381, que liga Minas Gerais a São Paulo (Fernão Dias), e BR-116, que liga São Paulo ao Paraná (Régis Bittencourt). De acordo com a agência, as revisões nos pr...   \n",
       "77    Veja as alterações de preço em praças de Moreira César, Arujá e outras. Por G1 SP, São Paulo Um dos pontos de pedágio da Via Dutra (Foto: Reprodução/ TV Rio Sul) A Agência Nacional de Transportes Terrestres (ANTT) autorizou nesta quarta-feira (2) o aumento de 3 % pelo IPCA no valor do pedágio d...   \n",
       "78    Ponte Rio-Niterói faz parte da BR-101 (Foto: Alexandre Macieira / Riotur) Começa a valer nesta sexta-feira (1) o reajuste nos valores de pedágio da Ponte Rio-Niterói e na Via Dutra. Na ponte, a tarifa foi reajustada em 6,12%, passando de R$ 4,90 para R$ 5,20 para carros de passeio e veículos co...   \n",
       "79    RIO - Os motoristas que usam a Ponte Rio-Niterói pagarão mais caro pelo pedágio, a partir da zero hora da próxima quinta-feira, 1º de junho. A tarifa básica de R$ 4 vai subir para R$ 4,10. O reajuste leva em consideração a variação do Índice de Preços ao Consumidor Amplo (IPCA) e acontece uma v...   \n",
       "80    Desde 0h desta sexta-feira (17) não está sendo cobrado o pedágio para cada eixo suspenso dos caminhões que circularem vazios que passarem pela BR-040, BR-116 e RJ-116, que ligam a capital a Petrópolis, Teresópolis e Nova Friburgo, respectivamente, na Região Serrana do Rio. O benefício é uma das...   \n",
       "81    ANTT autoriza alta de 6,67% nos pedágios da Concepa A Triunfo Participações e Investimentos S.A. (TPI) e sua controlada Concessionária da Rodovia Osório - Porto Alegre S.A., a Concepa, informaram que foi autorizado nesta segunda-feira pela Agência Nacional de Transportes Terrestres (ANTT) aumen...   \n",
       "82    Um dos requisitos para o funcionamento dos radares foi a sinalização da velocidade permitida - Analice Paron / Agência O Globo NITERÓI - Instalados há um ano na Ponte, os 32 radares que deveriam estar multando quem ultrapassa a velocidade máxima de 80 quilômetros por hora já produziram efeito: ...   \n",
       "83    Placa na Ponte informa sobre os radares. Ao todo, são oito, posicionados nos dois sentidos, em quatro pontos: depois do pedágio, na descida do vão central, na grande reta e na altura do Cais do Porto, na chegada ao Rio - Hermes de Paula/02-06-2016 / Agência O Globo Com o início da operação dos ...   \n",
       "84    O governo publicou no \"Diário Oficial da União\" desta sexta-feira (17) decreto da presidente Dilma Rousseff que regulamenta a Lei dos Caminhoneiros, sancionada no início de março. As novas regras passam a valer em todas as rodovias do país a partir desta sexta. Entre novas regras estão pedágio ...   \n",
       "85    BRASÍLIA - O empresariado não ficou satisfeito com a decisão do governo de Michel Temer de tabelar os preços de frete. Para a Confederação Nacional da Indústria (CNI), a edição da Medida Provisória 832/2018 é \"um grande retrocesso\". + Medidas custarão R$ 10 bi e desconto no diesel chegará às bo...   \n",
       "86    Publicado em 06/12/2018 - 20:12 e atualizado em 06/12/2018 - 20:16 O ministro do Supremo Tribunal Federal (STF) Luiz Fux suspendeu (6) a cobrança de multas, pela Agência Nacional de Transportes Terrestres (ANTT), a transportadoras por descumprimento das regras de tabelamento do frete rodoviário...   \n",
       "87    O ministro Luiz Fux, do Supremo Tribunal Federal (STF), coordena nesta -feira (20), às 11h, audiência de instrução do processo que questiona a legalidade da tabela de preços mínimos do frete para o transporte rodoviário de cargas. Participam representantes de governo, empresários, caminhoneiros...   \n",
       "88    BRASÍLIA - O empresariado não ficou satisfeito com a decisão do governo de Michel Temer de tabelar os preços de frete. Para a Confederação Nacional da Indústria (CNI), a edição da Medida Provisória 832/2018 é \"um grande retrocesso\". + Medidas custarão R$ 10 bi e desconto no diesel chegará às bo...   \n",
       "89    Amanda Pupo, O Estado de S.Paulo BRASÍLIA - O ministro Luiz Fux, do Supremo Tribunal Federal (STF), suspendeu nesta quinta-feira ,6, a aplicação de multas geradas pelo descumprimento da tabela que fixou preços mínimos de frete, editada pela Agência Nacional de Transportes Terrestres (ANTT) em f...   \n",
       "90    Confirmada operação que cria maior empresa de logística da AL A ALL confirmou no final da tarde de hoje que pretende incorporar a Brasil Ferrovias e a Novoeste, operação que resultará na maior empresa de logística independente da América Latina. Segundo aviso ao mercado, o valor implícito na op...   \n",
       "91                                                                                                                                                                                                             Empresas bancam festa da ANTT Agência é quem regula e fiscaliza as concessionárias de transportes   \n",
       "92    Conforme o comunicado da mineradora, os valores provenientes da venda para o FI-FGTS e R$ 800 milhões dos recursos da venda para a Mitsui serão compostos de um aporte de capital na VLI, a qual emitirá novas ações para a Mitsui e FI-FGTS. Os valores aportados na VLI serão utilizados para financi...   \n",
       "93    Produtores brasileiros estão preocupados com a possível fusão da América Latina Logística (ALL), responsável pela ferrovia que liga Mato Grosso ao Sul e Sudeste do pais, com a Rumo Logística Operadora Multimodal, que é administrada pela Cosan - maior produtora e exportadora de açúcar e etanol d...   \n",
       "94    Ferrovia: trilhos levam produção de MT até os portos (Foto: Vívian Lessa/G1) O conselho de administração da América Latina Logística (ALL) deu sinal verde para que a empresa se associe à Rumo Logística Operadora Multimodal, administrada pela Cosan. A proposta havia sido encaminhada em 24 de fev...   \n",
       "95    Cinco grupos entregaram propostas para participar do leilão e trechos das BRs-060/153/262, entre Brasília e Minas Gerais, segundo a Agência Nacional de Transportes Terrestres (ANTT). O leilão acontece na quarta-feira (4), na BM&FBovespa, em São Paulo. Este será o terceiro trecho rodoviário leil...   \n",
       "96    O consórcio Planalto foi o vencedor do leilão do trecho da BR-050 entre Goiás e Minas Gerais. O grupo arrematou a concessão nesta quarta-feira (18) com a proposta de valor de tarifa de pedágio de R$ 0,04534 por quilômetro (ou R$ 4,534 para 100 quilômetros rodados), o que representa um deságio d...   \n",
       "97    A Agência Nacional de Transportes Terrestres (ANTT) anunciou nesta segunda-feira (25) que sete grupos vão disputar o leilão do trecho da rodovia BR-163 em Mato Grosso, que acontece na próxima quarta-feira (27), a partir das 10h, na BM&FBovespa, em São Paulo. Os investidores interessados na conc...   \n",
       "98    Começou por volta das 10h desta quarta-feira (18), na Bolsa de Valores de São Paulo (BM&FBovespa), o leilão do trecho da BR-050, entre Goiás e Minas Gerais. Serão abertas nesta manhã os envelopes com as propostas dos oitos grupos na disputa pela concessão. Pela regra do edital, vencerá o leilão...   \n",
       "99    ANTT homologa concessão da BR-040 à Invepar A Agência Nacional de Transportes Terrestres (ANTT) aprovou o resultado do leilão de concessão para a exploração da BR-040, trecho Brasília/DF - Juiz de Fora/MG, confirmando como vencedora da disputa a empresa Investimentos e Participações em Infraest...   \n",
       "100   Ônibus ficou totalmente destruído após o acidente, em Mamborê (Foto: Divulgação / PRF) Os corpos de duas vítimas do acidente com ônibus registrado na madrugada deste sábado (9) em Mamborê, na região centro-oeste do Paraná, foram sepultados neste domingo (10) no Cemitério Municipal de Maringá, n...   \n",
       "101   Acidente com ônibus na BR-116 aconteceu na manhã da quinta-feira (29) (Foto: Blog do Léo Santos) Morreu na tarde desta sexta-feira (30) mais um passageiro do ônibus de turismo que capotou em uma ribanceira da rodovia BR-116, altura do KM 748, nas proximidades de Poções, sudoeste da Bahia, deixa...   \n",
       "102   Ônibus foi levado para o pátio da PMRv em Campo Alegre (Foto: Jean Mazzonetto/RBS TV) A polícia já ouviu dois sobreviventes do ônibus que caiu de uma ribanceira no sábado (14) em Joinville, no Norte de Santa Catarina. O acidente matou 51 pessoas e deixou oito feridos. De acordo com o delegado B...   \n",
       "103   Duas das dez vítimas do acidente na BR-369 em Mamborê, no interior do Paraná, na madrugada deste sábado (9), eram de Maringá, na região norte do Paraná. O corpo de Adriana Rodrigues está sendo velado no Cemitério Municipal desde as 22h. Já o de Ana Paula da Silva Pezarini está previsto para ser...   \n",
       "104   Quatro vítimas que morreram no acidente de ônibus no Paraná durante uma tentativa de assalto são da região noroeste paulista. Fátima Stella Galdino, de 50 anos, e Salvador Eduardo dos Santos, de 42, eram de Penápolis (SP). Além deles, Marcus Vinicius Canhola, que é de São José do Rio Preto (SP)...   \n",
       "105   Vítima que teve alta na noite de quinta-feira (16) estava internada no Hospital Luzia de Pinho Melo (Foto: Reprodução/ TV Diário) Uma vítima do acidente que matou 18 estudantes na Rodovia Mogi-Bertioga teve alta do Hospital Luzia de Pinho Melo, em Mogi das Cruzes, na noite de quinta-feira (16),...   \n",
       "106   O bispo diocesano Dom Pedro Luiz Stringhini celebrou na noite desta quarta-feira (15) a missa de 7º dia em homenagem às vítimas do acidente na Mogi-Bertioga, na noite de quarta-feira (8), quando 18 pessoas morreram após o capotamento de um ônibus fretado que levava estudantes de universidades d...   \n",
       "107   Perícia no ônibus do acidente na Rodovia Mogi-Bertioga (Foto: Solange Freitas/G1) Uma análise preliminar realizada na terça-feira (14) no ônibus envolvido no acidente que matou 18 pessoas na rodovia Mogi-Bertioga apontam que o veículo não contou com o sistema de freios no momento da colisão. Pa...   \n",
       "108   Dois feridos foram levados para a Santa Casa de Mogi das Cruzes (Foto: Maiara Barbosa/G1) Miliane dos Santos Andrade, de 31 anos - uma das feridas no acidente que matou 18 estudantes na Rodovia Mogi-Bertioga - recebeu alta da Santa Casa de Mogi das Cruzes na manhã desta quinta-feira (23). Ela e...   \n",
       "109   Perícia no ônibus que sofreu um acidente na Rodovia Mogi-Bertioga (Foto: Solange Freitas/G1) Peritos da Polícia Científica fizeram uma análise do ônibus que se envolveu em um acidente que deixou 18 pessoas mortas na noite da última quarta-feira (8), no litoral de São Paulo. Eles constataram que...   \n",
       "110   Medida semelhante já havia sido utilizada no ano passado, após a crise que culminou com a saída de vários diretores do Departamento Nacional de Infraestrutura de Transportes (DNIT), diante da denúncia de fraude em licitações. Atualmente a diretoria da ANTT conta com apenas dois membros, o que i...   \n",
       "111   O presidente em exercício Michel Temer nomeou nesta quinta-feira (7) diretores de duas agências reguladoras, conforme edição do Diário Oficial da União. Na Agência Nacional de Transportes Aquaviários (Antaq), Adalberto Tokarski foi nomeado para exercer o cargo de diretor-geral, com mandato até ...   \n",
       "112   Com isso, a diretoria da ANTT volta a ter poder de deliberar. Desde fevereiro, com o fim do mandato do ex-diretor-geral da agência Bernardo Figueiredo, a ANTT estava operando com apenas dois diretores, um a menos do que o quórum mínimo exigido para a tomada de decisões. Na quarta-feira, um decr...   \n",
       "113   O presidente da Empresa de Planejamento e Logística (EPL), Bernardo Figueiredo, vai deixar o cargo até dezembro, segundo a assessoria de imprensa da estatal. A decisão já foi acertada com a presidente Dilma Rousseff. Segundo o G1 apurou, a tendência é que Figueiredo seja substituído no cargo po...   \n",
       "114   Relatório do setor de segurança da corte, obtido pelo Estado, mostra que a ex-braço direito da presidente Dilma Rousseff cumpriu mais de nove horas de compromissos no prédio do Anexo III, em Brasília, que abriga os gabinetes de ministros e secretarias técnicas responsáveis pela elaboração de au...   \n",
       "115   Pacotes com notas de US$ 1 - Andrew Harrer / Bloomberg RIO e SÃO PAULO - Com uma atuação mais firme do Banco Central no mercado de câmbio, o dólar opera em forte baixa nesta sexta-feira, na contramão do mercado externo. A moeda americana está sendo negociada a R$ 3,747, com queda de 4,53%. Na m...   \n",
       "116   Pacotes com notas de US$ 1 - Andrew Harrer / Bloomberg RIO e SÃO PAULO - Com uma atuação mais firme do Banco Central, o dólar opera em forte baixa nesta sexta-feira, na contramão do mercado externo. A moeda americana está sendo negociada a R$ 3,81, com queda de 2,87%. Na máxima do dia, a divisa...   \n",
       "117   Pacotes com notas de US$ 1 - Andrew Harrer / Bloomberg RIO e SÃO PAULO - Depois de um dia tumultuado no mercado financeiro, o dólar abriu nesta sexta-feira em forte baixa, na contramão do mercado externo. A moeda americana está sendo negociada a R$ 3,79, com queda de 3,26%. Na máxima do dia, a ...   \n",
       "118   Pacotes com notas de US$ 1 - Andrew Harrer / Bloomberg RIO e SÃO PAULO - Com uma atuação mais firme do Banco Central, o dólar opera em forte baixa nesta sexta-feira, na contramão do mercado externo. A moeda americana está sendo negociada a R$ 3,81, com queda de 2,87%. Na máxima do dia, a divisa...   \n",
       "119   Por Roberto Samora Homem segura grãos em cerimônia em Caseara, Tocantins 15/02/2018 REUTERS/Ueslei Marcelino SÃO PAULO (Reuters) - A tabela de fretes instituída por medida provisória para atender a pedidos de caminhoneiros, visando acabar com os bloqueios de estradas que duraram mais de dez dia...   \n",
       "120   Um trem descarrilou na manhã desta quarta-feira (26) em Catanduva (SP), na área central, em um cruzamento de grande movimento. Segundo a ALL (América Latina Logística), empresa que administra a linha férrea, a composição estava vazia. Ninguém ficou ferido. Equipes da concessionária estiveram no...   \n",
       "121   A Agência Nacional de Transportes Terrestres (ANTT), afirmou, mais uma vez, nesta quinta-feira (16) que a velocidade do trem que descarrilou em São José do Rio Preto (SP) em novembro foi a maior responsável pela tragédia. O perito da ANTT foi ouvido nesta quinta pela Polícia Federal em Rio Pret...   \n",
       "122   A velocidade do trem que descarrilou em São José do Rio Preto (SP) no fim do ano passado foi a principal causadora da tragédia. Esta é a definição do laudo da Agência Nacional de Transportes Terrestres, entregue à Polícia Federal. O coordenador de fiscalização da ANTT, Nelson Miguel Marinho, pr...   \n",
       "123   ATUALIZADA ÀS 21H32 SÃO JOSÉ DO RIO PRETO - Uma deformação nos trilhos causada pelo rebaixamento do solo por infiltração da água de chuva e esgoto foi responsável pelo descarrilamento do trem da América Latina Logística (ALL) que matou oito pessoas em 24 de novembro de 2013, em São José do Rio ...   \n",
       "124   O maquinista da composição que descarrilou e matou oito pessoas em São José do Rio Preto (SP) em novembro prestou depoimento nesta segunda-feira (4) para a Polícia Federal. De acordo com o depoimento, o homem afirmou a 44 km/h, mas achava que aquela era a normal para o trecho. A velocidade máxi...   \n",
       "125   Uma empresa que faz o transporte interestudual foi multada após negar a passagem gratuita de um estudante de baixa renda no Tocantins. Esse é um direito garantido pela Agência Nacional de Transportes Terrestres (ANTT). Robson Alexandre Silva é da cidade de São Domingos do Maranhão e está no ter...   \n",
       "126   Os idosos que desejam obter benefícios na hora de viajar de ônibus muitas vezes se confundem pelas diferenças entre duas leis – uma nacional, e outra que vale só no estado de São Paulo. Por isso, o TEM Notícias de Itapetininga (SP) reuniu informações das duas determinações. Uma delas, criada em...   \n",
       "127   As rodoviárias do Sul de Minas já estão preparadas para receber os turistas durante o Carnaval. Em Poços de Caldas (MG), segundo a Socicam, o movimento deve aumentar pelo menos 50% no feriado em um comparativo com os dias úteis. A expectativa é de que pelo menos 12 mil pessoas passem pelo termi...   \n",
       "128   A legislação determina, desde 2003, que maiores de 60 anos com renda igual ou inferior a dois salários mínimos têm o direito de viajar de graça em ônibus pelo país. Entretanto, muitos idosos reclamam que não conseguem emitir as passagens gratuitas nas rodoviárias de Goiás. A aposentada Maria Al...   \n",
       "129   O Estatuto do Idoso assegura às pessoas acima de 60 anos o direito a gratuidade ou a pelo menos 50% de desconto no valor das passagens em ônibus interestaduais. Mas quem utiliza o serviço ainda enfrenta dificuldades para ter o direito garantido. Alguns idosos reclamam da burocracia para desfrut...   \n",
       "130   Edital do TAV entra em audiência pública em fevereiro O diretor geral da Agência Nacional dos Transportes Terrestres (ANTT), Bernardo Figueiredo, afirmou hoje que o edital do trem de alta velocidade (TAV), que ligará Campinas a São Paulo e Rio, deverá ser colocado em audiência pública no início...   \n",
       "131   A Agência Nacional de Transportes Terrestres (ANTT) está analisando dois pedidos de adiamento do leilão do Trem de Alta Velocidade (TAV), marcado para 11 de abril. Um deles foi feito pela Ad-Trem, que agrega os fabricantes de trens. O outro é um pedido conjunto de cinco entidades: Associação Br...   \n",
       "132   O plenário do Tribunal de Contas da União (TCU) aprovou nesta quarta-feira, 30, os estudos de viabilidade do Trem de Alta Velocidade (TAV), o trem-bala que ligará São Paulo, Campinas e Rio de Janeiro. Com isso, a Agência Nacional de Transportes Terrestres (ANTT) já poderá publicar o edital da l...   \n",
       "133   Segundo ele, esse é um tema importante, que ainda será discutido com o governo brasileiro. \"É preciso discutir o que se entende por transferência de tecnologia e até que nível isso vai ser alcançado\", afirmou o executivo, que participou hoje de um seminário sobre a viabilidade do TAV na Associa...   \n",
       "134   A Agência Nacional de Transportes Terrestres (ANTT) anunciará na quinta-feira, 7, às 15 horas (horário de Brasília), o posicionamento oficial do governo sobre o adiamento do leilão do Trem de Alta Velocidade (TAV), que ligará Rio de Janeiro, São Paulo e Campinas. O aviso de entrevista coletiva ...   \n",
       "135   Os radares foram instalados por determinação da Agência Nacional de Transportes Terrestres (ANTT) para dar mais segurança aos seguintes quilômetros:1,9 (sentido Além Paraíba), 53,5 (ambos os sentidos), 78,6 (ambos os sentidos), 91,1 (ambos os sentidos), 101,2 (ambos os sentidos) e 104,1 (sentid...   \n",
       "136   TRÂNSITO AGORA: acompanhe o trânsito em São Paulo e o tráfego nas estradas de SP nesta sexta-feira, 7 de março Felipe Tau 07 março 2014 | 06:16 Está com problemas no trânsito? Mande seu relato para o Estado por WhatsApp para o número (11) 9-7069-8639 e ajude outros motoristas a fugir dos conges...   \n",
       "137   Tropa de Choque durante ação para liberar a BR-040 dos manifestantes (Foto: TV Globo/Reprodução) A Tropa de Choque da Polícia Militar foi acionada na manhã desta segunda-feira (17) para liberar a BR-040 na altura de Santa Maria, que era ocupada por cerca de 300 pessoas que manifestavam por melh...   \n",
       "138   Tropa protege o Palácio Guanabara. sede do governo do Rio. Foto: Marcos de Paula/Estadão As greves e manifestações que ocorrem nesta quinta-feira, 11, nas principais cidades do País, dentro do movimento que está sendo chamado de “Dia Nacional de Lutas”, atingem sobretudo os setores metalúrgico,...   \n",
       "139   Tráfego na Dutra próximo a entrada da GM por volta das 8h em São José (Foto: Carlos Santos/G1) saiba mais VEJA FOTOS DAS MANIFESTAÇÕES NO VALE EM DIA DE PROTESTOS No Dia Nacional de Lutas convocado pelas principais centrais sindicais do país, a Dutra teve três pontos bloqueados por manifestante...   \n",
       "140   Chuva aumenta cratera e faixa é interditada na BR-324 (Foto: Imagem/ TV Bahia) A concessionária Via Bahia prestou esclarecimento sobre a cratera na BR-324, localizada na região de Porto Seco-Pirajá, em Salvador, em uma coletiva à imprensa nesta terça-feira (17). O buraco na pista está formado h...   \n",
       "141   Chuva aumenta cratera e faixa é interditada na BR-324 sentido Feira (Foto: Imagem/ TV Bahia) O vice-governador e secretário de Infraestrutura, Otto Alencar, solicitou \"medidas mais efetivas\" à Agência Nacional de Transportes Terrestres (ANTT) em relação à concessionária Via Bahia, que administr...   \n",
       "142   Cratera na BR-324, na Bahia (Foto: Mauro Akin Nassor/BAPRESS/Estadão Conteúdo) A cratera formada após fortes chuvas no mês de junho, no trecho da BR-324, na região de Porto Seco-Pirajá, em Salvador, completa três meses nesta quinta-feira (5). Segundo as informações da ViaBahia, concessionária q...   \n",
       "143   O Ministério Público Federal (MPF) entrou com uma ação civil pública contra Via Bahia, empresa que administra parte da BR-324, pedindo que a Justiça Federal obrigue a concessionária a realizar obras e serviços. A ação foi ajuizada no dia 15 de agosto e informada nesta segunda-feira (26). Segund...   \n",
       "144   Cratera causou transtornos à população (Foto: Imagem/ TV Bahia) A concessionária Via Bahia informou nesta segunda-feira (23) que o trecho bloqueado para obras na BR-324 será liberado para o tráfego de veículos a partir de terça-feira (24). Um buraco se formou na pista há mais de três meses na r...   \n",
       "145   BRASÍLIA — Terminou sem acordo a segunda audiência realizada pelo ministro Luiz Fux, do Supremo Tribunal Federal (STF), com representantes do setor produtivo (agronegócio e indústria) e dos caminhoneiros sobre o tabelamento do frete. A assessoria do ministro informou que até o dia 27 de agosto,...   \n",
       "146                                                                                     O ministro dos Transportes, Valter Casimiro, afirmou nesta quarta-feira (6) que a Agência Nacional de Transportes Terrestres (ANTT) deverá publicar, nesta quinta (7), uma nova tabela com os preços mínimos dos fretes.   \n",
       "147   Reuters Tamanho do texto SÃO PAULO (Reuters) - A comissão mista que avalia a medida provisória que cria uma política nacional de preços mínimos de frete rodoviário aprovou nesta quarta-feira relatório da proposta que seguirá agora para avaliação dos plenários da Câmara dos Deputados e do Senado...   \n",
       "148   Medida é uma das principais reivindicações dos caminhoneiros Tabela de preço mínimo do frete - Caminhoneiros Foto: Pablo Jacob / Agência O Globo BRASÍLIA - A tabela do frete, uma das medidas tomadas pelo governo para encerrar a greve dos caminhoneiros, será corrigida em 5,5%, em média, para inc...   \n",
       "149   Caminhões parados durante a greve. - Nilton Cardin / Parceiro / Agência O Globo / Agência O Globo BRASÍLIA E SÃO PAULO - Menos de uma semana depois do fim da greve de caminhoneiros, que paralisou o país e provocou uma grave crise de desabastecimento, o governo ainda não conseguiu cumprir todos ...   \n",
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       "11   4944489  \n",
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       "98   1052660  \n",
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       "100   161775  \n",
       "101  4354403  \n",
       "102   520328  \n",
       "103   162012  \n",
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       "105   100894  \n",
       "106   102510  \n",
       "107   103330  \n",
       "108    95624  \n",
       "109   106296  \n",
       "110  1803906  \n",
       "111    83452  \n",
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       "113  1006571  \n",
       "114  1673065  \n",
       "115  5331902  \n",
       "116  5331702  \n",
       "117  5331467  \n",
       "118  5331727  \n",
       "119  5326106  \n",
       "120   884723  \n",
       "121   662959  \n",
       "122   773696  \n",
       "123  1432153  \n",
       "124   735165  \n",
       "125  4262993  \n",
       "126   743139  \n",
       "127   883466  \n",
       "128   596981  \n",
       "129   590561  \n",
       "130  1839923  \n",
       "131  2023111  \n",
       "132  2198907  \n",
       "133  1908143  \n",
       "134  2018590  \n",
       "135  5207742  \n",
       "136  1463159  \n",
       "137   867083  \n",
       "138  1550851  \n",
       "139  1142209  \n",
       "140  1053122  \n",
       "141  1054909  \n",
       "142  1070862  \n",
       "143  1084145  \n",
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       "146  5327326  \n",
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       "148  5561530  \n",
       "149  5327756  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topics_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inferindo o tópico de cada notícia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>news_id</th>\n",
       "      <th>topic_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3114525</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3113213</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3109218</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3108083</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3108049</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   news_id  topic_num\n",
       "0  3114525         11\n",
       "1  3113213         11\n",
       "2  3109218         11\n",
       "3  3108083         15\n",
       "4  3108049         11"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#news_ids = df['id'].tolist()\n",
    "news_ids = df.index.values\n",
    "news_topics = []\n",
    "for i, row in enumerate(lda_model[corpus]):\n",
    "        row = sorted(row, key=lambda x: (x[1]), reverse=True)\n",
    "        (topic_num, prop_topic) = row[0]\n",
    "        news_topics.append(topic_num+1)\n",
    "\n",
    "d = {'news_id': news_ids, 'topic_num': news_topics}\n",
    "my_df_topics = pd.DataFrame(data=d)\n",
    "option = 'option' + '2'\n",
    "#my_df_topics.to_csv('/Users/fabiola/Desktop/FGV/toy/antt/antt_topics_' + option + '.csv', index=False)\n",
    "my_df_topics.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Análise Longitudinal"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Indexação dos anos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "index_2001_init = 0\n",
      "index_2002_init = 7\n",
      "index_2003_init = 23\n",
      "index_2004_init = 42\n",
      "index_2005_init = 61\n",
      "index_2006_init = 64\n",
      "index_2007_init = 92\n",
      "index_2008_init = 139\n",
      "index_2009_init = 167\n",
      "index_2010_init = 248\n",
      "index_2011_init = 416\n",
      "index_2012_init = 673\n",
      "index_2013_init = 1014\n",
      "index_2014_init = 1618\n",
      "index_2015_init = 2204\n",
      "index_2016_init = 2755\n",
      "index_2017_init = 3084\n",
      "index_2018_init = 3442\n",
      "index_2019_init = 4176\n",
      "index_2019_end = 4235\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "year_init = 2001\n",
    "i = 0\n",
    "indexint = 'index_' + str(year_init) + '_init = ' + str(i)\n",
    "print(indexint)\n",
    "for index, row in df.iterrows():\n",
    "    d1 = row['publication_date']\n",
    "    d1 = d1[:19]    \n",
    "    datetime_object1 = datetime.datetime.strptime(d1, '%Y-%m-%dT%H:%M:%S')\n",
    "    current_year = datetime_object1.year\n",
    "    if not (current_year == year_init):\n",
    "        indexint = 'index_' + str(current_year) + '_init = ' + str(i)\n",
    "        print(indexint)\n",
    "        year_init = current_year\n",
    "    i = i+1\n",
    "indexint = 'index_' + str(current_year) + '_end = ' + str(i)\n",
    "print(indexint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_2001_init = 0\n",
    "index_2002_init = 7\n",
    "index_2003_init = 23\n",
    "index_2004_init = 42\n",
    "index_2005_init = 61\n",
    "index_2006_init = 64\n",
    "index_2007_init = 92\n",
    "index_2008_init = 139\n",
    "index_2009_init = 167\n",
    "index_2010_init = 248\n",
    "index_2011_init = 416\n",
    "index_2012_init = 673\n",
    "index_2013_init = 1014\n",
    "index_2014_init = 1618\n",
    "index_2015_init = 2204\n",
    "index_2016_init = 2755\n",
    "index_2017_init = 3084\n",
    "index_2018_init = 3442\n",
    "index_2019_init = 4176\n",
    "index_2019_end = 4235\n",
    "\n",
    "indexes = [index_2001_init,index_2002_init,index_2003_init,index_2004_init,\n",
    "           index_2005_init,index_2006_init,index_2007_init,index_2008_init,index_2009_init,index_2010_init,\n",
    "           index_2011_init,index_2012_init,index_2013_init,index_2014_init,index_2015_init,index_2016_init,\n",
    "           index_2017_init,index_2018_init,index_2019_init,index_2019_end\n",
    "          ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Representatividade (theta) por ano em todos os topicos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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3N7wdPW+WRGevbrRfAnwAeCfw58DDBjt8LWRdCXw+ItbLzI8AN1D2fjSmZr0ZeFVmfjoiHkw5uvdwyh6QsyNi9wZyjgP+IcrwvNsoR8I+Szli+bfAxyJisyY6zbVN51OW1/Mi4gDgw8CpwJsonYiVk+bUrOMpGwIHA/vXN/UaYAWwqmY9rYGc4yhHvF6emZ+rhXBqbylNFsea9WHgocBrIuJA4C8pexjPoJw38NgGs64C9gWeApCZXwO+RjnS99j6vMbqTN2wX0bZy3fy1PTMfBVlWNO50dB5EfWD5FPAVzLzM5SjAmcAJ9cN8UZOhs/M31OO9n4hIqLuEPo09TyFmtPIDqnM/B3w5rpjYwvKjqi3U9aZe4DL60bexIbmeRVwZGYeTdlg/AqwSxM5WYZGvRNYS9nJ9mXKOvhB4F+Bd9SN5InF/UO8v0aps6cBl2fms+s8fCTqOSyTZmXm3ZSdeNfW3J9RNnZW13lp5H1Va89dlB1CF1Jq4gXAf6bU+U9GHabVUNbdwEkR8fzarhMpO4k+Bjx34HlNmKoVfzI1oelaMVAnvtxyncj6/l1DqRXrtVUratZvKbXi0xGxJe3WiqnXezXt1YmstfZdlG2XV9BirRjwVcoRqtNouFbUNv2a++vEhrRUJwb8ilIrLqLFWlH9BvjjiDiz5VpxD3BQRJyWmffWz5TXUD5TzmiwHs2f+Tic2OUP5fD2N4FHD03fldKDv7De3x/YrYGsW4A/Wsdj13D/sIF9mPDw8EC7DhqYtj/wonr7EZQx1RMNg6w5N0+1CdgMuKTefhJlb99ngE0beq2+BexX718C/JZSyAD2owxJPKqhrJuBA+v9KyhHK19V728OvJhydKzJ5bfBwGNfBF49aVvWsf5NteliyhHSC+r9h1A6zM9uMOvRlI2pS+r6tqb+PpDygdrIUNXh92b9/3cApw1M2xtY03TW0GPH1fX9OOCFwFsZcyjJLDmHA5+vt08F/isTDJ0azBqcX2CvgdsPra/jRMOyh7KmhvY8Cjgd2BH4LvB14K0NrxPbU446nDkwbVVt00TDfdaRtQfl6MDnqHW9Tr9yptd13OU3cP9Q4IcMfZ411KbdKBulFw6ua7U2bttw1iGUjezLKBtuy4CnAa9roF0HA88DDq3392+jVgzmMDRss8k6sY6sDYcea7pWDGZtMjC90VoxkPM4YPM67cCm68RQ1tQ22DbAq1uqFX9oV72/e60Vn2+yVgy9TpsNPdZYnZhm+e3aYq0YzjqojVpR17uXAMfW+4dQhnifXO8HcBLwxiaW4Xz/zPsMtNo4eCJlb80HgD0Gpk+df7YrZY/O9cBNwI4NZa0emL68/v4opQP2NOBaYJuGsh42w/PeQhlK2mgOZUz4RZRzEp9fi+b/ZmjDZIKswQ+VJww970LgTxtcL/aq03akXKDlW1PFi3Io/631TT/nD88Zlt/UBvBxdTlu0eK6/kxq57zePw94fb091gbBUNZD67RdgLMoe7Sn2ncp8PAG2vbvzrWt0w+hDOn8D/X1O40y9GKLCdo27Xm9A+vFfsC/UI5yP6LpnHp7b8qH25Mp9WnPJpffut6rlD2ln5xkfZzhtdqtLq9fcP/5Kx9jzJo7Q86mwEZDbfoEdWOy4ay96vp2DqUz+yzKjp3tGn6t1ht6zkspG6WNtolS5zamHLk5vU47lXJkYuydkzMsv61q3tTn8QspR442mOD9O3iu/FpqB4+yYddYrWD6c/LXb7JOzJZVfzdZK9aZtY7nTVQrZmjT7k3WiWnWiefW6VvQfK2Ybv3blwZrxQzLb3BH3sR1YpbltxnN14rhrKn/vYIGawUPvM7Ft4Cn1enHU3YynFHvn1HXv03HyVlIP/M+A601rJxo+a26Ap5NOV/qcQOPTxXkV1AK8r4NZb1kOKs+5y8pQ94+x2SFf9R2PZtyEZCHNphzWH3sJMqHygn1/q5MsDdnmqzD19GmUynDH8dq0zRZ51EvJkI57+J9lKOwr6DsABjrg3O216k+58H1OROdXL+O9e887t8rtiXwNkrH6wXAN5hhB8EYWecDj1nHa/U8ypHnnSZs28HA+4EXUTrja4YefyTlPI/LKB80k7yPp83igR2xI4CfA3u3lQNsRzkX57pxc+aQtZyyEfxVBna0tPBanUwZojV1f9wjojO1aXBj588oe4TbbNOewF9QjphfA+zT1ms18N46nrIRN9ZoihHadAjwU8pe+htbXP+WDbTtuZSh35NkHUE5mnZYvX8iZcNxp3q/kVoxTc63Gdpwn7ROjJrVYK0YJWviWjFDztRFcxqpE7OsE9sPPa+JWjHb+tdIrZjtdaKhOjFL1vb1fpO1Yrrlt8PAcyauFZSO3nXAEfX+2ZQd+6vr/f0oo64uo2zrjF3TF9LPvM9Aaw0rw8seU2/vQTka9XoGrhJI2TN7LRN0vqbJOncdWZdQ9m6ubjjrAe0CNqIcPbxlwjfeutr0BspeqWXUK3F28VpR9jgfX994YxfjGbLeMPRanUw5B22PhnMesE7Ux05ggj2xIy6/R1HO7XzrJOvELFmHDjznMMqOhkmzjqWcu3kyZc/ag6knuA89b3ldJyc5Wj5qVgBPYMwO8xxytqHsCR77yOgcsh5E2RkwyYbOrFk8sCM2bkdv1DZtThkF0GqbBtsCbNl21sDzx9p7Poc27Vzf32PvrJlD1kaUoXuT7IQ6FriVMtJk/YHX5MPAqoHnbUw5GjBWrZglZ/fBdWKSOjHHrBWUc88mrRWjZG01Sa0YNWdwOXbQpi0aqhWjZE3tYBurVoyx/CY5yjZqm3ahdGQnrRWjZC2fpFbUnJuppzdRatIvKZ3Vj1IOymxC+b69rRnaKbCYf+Z9Blpv4P0rzWru74QdMvD41i1nTY3bXsWE53KMkDV1XtiOwC4t5ZzPA88TbOzQ9kyvVS3IjbRpmqw3MNBhablNj2k6Z5qs8xgYs88Ew2zn2i4mGMpW/37Uc20fyTo+5FrKOgDYuYOcR1E2jjfsIOuRlM7eJOfedHJe9BzbtFVHbTqgw/VvfwY6Li2vfw/pqE0HMLDnfoKsUc6Vf8QkdWkOOfsyQcd/jllT57dPWitGXX7LGPMrCkbIOazebuqaBqO2aYMGasWo68XYnYc55OwzSc5c1z8m3Iae4/Ibezglo13n4qPAMZO0Z6H+9P5qnFkvzZqZ/0Tpvf8GeGZEPKZO/2nLWX8SEY/OzFsz87stZ50aEQdl5o8y8/aWcu4Cnh3lqyzI+i5pKes3wLMi4uDM/GVTbZom627K5bIbvYT1NG06ZWr5tZz1a+BPI+KQOv33LWZNteuxdfq/jfu/I+KJwOWUo4O/HJi+XmbeRhlHv2NEXM/97ewi60rKZZ/bzrmCsrH4uw6y3k25CMNYVyQeY/n9pqM2bdxRm95Nt+vfXR3kXAGMte6NkXUlE1wVfCDrRuAnA9Onvvbg98DP61WVL2TML9GeY85FlA7EWOaYtSYiVjRQK0Zdfg/KgS8GbzjnZwPLb+ztijHatGUDtWLUrDkvuzFyLho3Z4ysNUzw1VtjtGvjcbY5h2rSz6emZ+bXMvOievsGyrDRncdrzQI3373Nrn8oh5tfyYRXDJpj1kRHORZSVh/b1OV6MU/r36LJYv7OtW0tq49tcvktnqw+tmkdWa2dK99VTl+z+tgml9/iyaKj61ws9J+pRi4pEbFBNniUY6ll9bFNXWb1sU1NZUXEoynDTb8YEXtQCvAy4KOZ+YX6nL0oF515cZa9cQs6q49t6jKrj23qMquPbZom61TKEbXBrEvq9P2yjEJYsDl9zepjm7rM6mObusyarSZF+a7I4ymnopyUmTeN26aFbEl29iQtbHXI130RsRp4DuVD4OrM/FJ9fOtsaAh2V1l9bFOXWX1sU5dZfWzTDFl/m5mfj4hVwL3ZwCkUXeX0NauPbeoyq49t6jJrmpyrMvMfI2JHynmbjZ0qtNDY2ZO0oNXi/CzKFSrfm5lfXOxZfWxTl1l9bFOXWX1s01DWCuDyzLxuMef0NauPbeoyq49t6jJrKOeKzPxKGzkLSe8v0CJpcavDN94H/AgYe9jIQsrqY5u6zOpjm7rM6mObhrJ+CHx/sef0NauPbeoyq49t6jJrKOd7beUsJB7Zk7QoxCI7/3Ah5fQ1q49t6jKrj23qMquPbeoyq49t6jKrj23qMqvLNs03O3uSJEmS1EMO45QkSZKkHrKzJ0mSJEk9ZGdPkiRJknrIzp4kSZIk9ZCdPUmSJEnqITt7kiRJktRDdvYkSZIkqYfs7EmSJElSD9nZkyRJkqQe+v8mUPY9yRmdCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HAJ+nu1pxLy3VitqmTeiuTkB5//atVvwUuDIzrwI+CrySsmP+PQ1vRy+YZdHZqxvtFwPvBd4G/HfgoYMdvhayLgM+ExHrZeYHgespez8aU7PeALwyMz8REQ+iHN17GGUPyJkRsVsDOccA/xzl9LzbKUfCPkU5YvmPwEciYrMmOs21TedRltdzIuLhwAeAU4DXUzoRqyfNqVnHUjYEDgb2r2/qdcAqYE3NenIDOcdQjni9LDM/XQvh1N5SmiyONesDwEOAV0fEgcCfU/Ywnk65buDRDWZdDuwDnACQmV8Gvkw50vfoOl1jdaZu2K+g7OU7aWp4Zr6SclrTOdHQdRH1g+TjwBcz85OUowKnAyfVDfFGLobPzF9TjvZ+NiKi7hD6BPU6hZrTyA6pzPwV8Ia6Y2MLyo6ot1DWmXuAd9SNvIkNzfMa4IjMPJKywfhFYOcmcrKcGvU24FrKTrYvUNbB9wH/Afxt3UieWNx3iveXKXX2VOAdmfnMOg8fjHoNy6RZmflzyk68q2vujygbO2vrvDTyvqq1527KDqELKDXxfOB/UOr8VVFP02oo6+fAiRHxvNqu4yk7iT4CPHtguiZM1YqnTQ1oulYM1IkvtFwnsr5/11FqxXpt1Yqa9UtKrfhERGxJu7Vi6vVeS3t1ImutfTtl2+XltFgrBnyJcoTqVBquFbVNP+O+OrEhLdWJAT+l1IoLabFWVL8A/jAizmi5VtwDHBQRp2bmvfUz5dWUz5TTG6xHC2chDid2+UM5vP014JFDw3eh9OAvqI/3B3ZtIOtm4PemGXcl9502sDcTHh4eaNdBA8P2B15Y/96Xck71RKdB1pybptoEbAZcXP9+EmVv3yeBTRt6rb4O7FcfXwz8klLIAPajnJL4+IaybgIOrI8vpRytfGV9vDnwYsrRsSaX3wYD4z4HvGrStkyz/k216SLKEdLz6+MHUzrMz2ww65GUjamL6/q2rv4+kPKB2sipqsPvzfr83wNOHRi2F7Cu6ayhccfU9f0Y4AXAmxjzVJI5cg4DPlP/PgX4X0xw6tRg1uD8AnsO/P2Q+jpOdFr2UNbUqT0HAKcBOwC3Al8B3tTwOrEd5ajDGQPD1tQ2TXS6zzRZu1OODnyaWtfr8Mtme13HXX4Djx8LfIehz7OG2rQrZaP0gsF1rdbGbRrOOoSykX0JZcNtBfBk4DUNtOtg4DnAY+vj/duoFYM5DJ222WSdmCZrw6FxTdeKwaxNBoY3WisGch4DbF6HHdh0nRjKmtoG2xp4VUu14rftqo93q7XiM03WiqHXabOhcY3ViRmW3y4t1orhrIPaqBV1vXsJcHR9fAjlFO+T6uMATgT+solluNA/Cz4DrTYOnkjZW/NeYPeB4VPXn+1C2aNzHXAjsENDWWsHhq+svz9E6YA9Gbga2LqhrIfOMt0bKaeSNppDOSf8Qso1ic+rRfPvGNowmSBr8EPlCUPTXQD8UYPrxZ512A6UG7R8fap4UQ7lv6m+6ef94TnL8pvaAD6mLsctWlzXn07tnNfH5wKvrX+PtUEwlPWQOmxn4EWUPdpT7Xsr8LAG2vY719rW4YdQTun8L/X1O5Vy6sUWE7Rtxut6B9aL/YB/pxzl3rfpnPr3XpQPt9+n1Kc9mlx+071XKXtKr5pkfZzltdq1Lq87ue/6lY8wZs2dJWdTYKOhNn2MujHZcNaedX07i9KZfQZlx862Db9W6w1N81LKRmmjbaLUuY0pR25Oq8NOoRyZGHvn5CzLb6uaN/V5/ALKkaMNJnj/Dl4rfy21g0fZsGusVjDzNfnrN1kn5sqqv5usFdNmTTPdRLViljbt1mSdmGGdeHYdvgXN14qZ1r99aLBWzLL8BnfkTVwn5lh+m9F8rRjOmnruVTRYK7j/fS6+Djy5Dj+WspPh9Pr49Lr+bTpOzmL6WfAZaK1h5ULLr9cV8EzK9VKPGRg/VZBfTinI+zSU9ZLhrDrNn1NOefs0kxX+Udv1TMpNQB7SYM6hddyJlA+V4+rjXZhgb84MWYdN06ZTKKc/jtWmGbLOpd5MhHLdxbspR2FfTtkBMNYH51yvU53mQXWaiS6un2b9O5f79optCbyZ0vF6PvBVZtlBMEbWecCjpnmtnkM58rzjhG07GHgP8EJKZ3zd0PhHUK7zuITyQTPJ+3jGLO7fETsc+DGwV1s5wLaUa3GuGTdnHlkrKRvBX2JgR0sLr9VJlFO0ph6Pe0R0tjYNbuw8l7JHuM027QH8KeWI+ZXA3m29VgPvrWMpG3FjnU0xQpsOAX5I2Ut/Q4vr34qBtj2bcur3JFmHU46mHVofH0/ZcNyxPm6kVsyQ8w2GNtwnrROjZjVYK0bJmrhWzJIzddOcRurEHOvEdkPTNVEr5lr/GqkVc71ONFQn5sjarj5uslbMtPy2H5hm4lpB6ehdAxxeH59J2bG/tj7ej3LW1SWUbZ2xa/pi+lnwGWitYeX0skfVv3enHI16LQN3CaTsmb2aCTpfM2SdM03WxZS9m2sbzrpfu4CNKEcPb57wjTddm15H2Su1gnonzi5eK8oe52PrG2/sYjxL1uuGXquTKNeg7d5wzv3WiTruOCbYEzvi8juAcm3nmyZZJ+bIeuzANIdSdjRMmnU05drNkyh71h5EvcB9aLqVdZ2c5Gj5qFkBPIExO8zzyNmasid47COj88h6AGVnwCQbOnNmcf+O2LgdvVHbtDnlLIBW2zTYFmDLtrMGph9r7/k82rRTfX+PvbNmHlkbUU7dm2Qn1NHALZQzTdYfeE0+AKwZmG5jytGAsWrFHDm7Da4Tk9SJeWatolx7NmmtGCVrq0lqxag5g8uxgzZt0VCtGCVragfbWLVijOU3yVG2Udu0M6UjO2mtGCVr5SS1oubcRL28iVKTfkLprH6IclBmE8r37T2QoZ0CS/lnwWeg9Qbet9Ks5b5O2CED4x/YctbUedtrmPBajhGypq4L2wHYuaWc87j/dYKNHdqe7bWqBbmRNs2Q9ToGOiwtt+lRTefMkHUuA+fsM8FptvNtFxOcylb/f9RrbR/BNB9yLWU9HNipg5wDKBvHG3aQ9QhKZ2+Sa286uS56nm3aqqM2PbzD9W9/BjouLa9/D+6oTQ9nYM/9BFmjXCu/7yR1aR45+zBBx3+eWVPXt09aK0ZdfisY8ysKRsg5tP7d1D0NRm3TBg3UilHXi7E7D/PI2XuSnPmuf0y4DT3P5Tf26ZSMdp+LDwFHTdKexfrT+7txZr01a2b+K6X3/gvg6RHxqDr8hy1nPS0iHpmZt2TmrS1nnRIRB2XmdzPzjpZy7gaeGeWrLMj6Lmkp6xfAMyLi4Mz8SVNtmiHr55TbZTd6C+sZ2nTy1PJrOetnwB9FxCF1+K9bzJpq16Pr8P8c97kj4onAOyhHB38yMHy9zLydch79DhFxHfe1s4usyyi3fW4751LKxuKvOsh6J+UmDGPdkXiM5feLjtq0cUdteifdrn93d5BzKTDWujdG1mVMcFfwgawbgB8MDJ/62oNfAz+ud1W+gDG/RHueORdSOhBjmWfWuohY1UCtGHX5PSAHvhi84ZwfDSy/sbcrxmjTlg3UilGz5r3sxsi5cNycMbLWMcFXb43Rro3H2eYcqkk/nhqemV/OzAvr39dTThvdabzWLHIL3dvs+odyuPkVTHjHoHlmTXSUYzFl9bFNXa4XC7T+LZksFu5a29ay+tgml9/Syepjm6bJau1a+a5y+prVxza5/JZOFh3d52Kx/0w1clmJiA2ywaMcyy2rj23qMquPbWoqKyIeSTnd9HMRsTulAK8APpSZn63T7Em56cyLs+yNW9RZfWxTl1l9bFOXWX1s0wxZp1COqA1mXVyH75flLIRFm9PXrD62qcusPrapy6y5alKU74o8lnIpyomZeeO4bVrMlmVnT9LiVk/5+k1ErAWeRfkQuCIzP1/HPzAbOgW7q6w+tqnLrD62qcusPrZplqx/zMzPRMQa4N5s4BKKrnL6mtXHNnWZ1cc2dZk1Q87lmfkvEbED5brNxi4VWmzs7Ela1GpxfgblDpXvyszPLfWsPrapy6w+tqnLrD62aShrFfCOzLxmKef0NauPbeoyq49t6jJrKOfSzPxiGzmLSe9v0CJpaaunb7wb+C4w9mkjiymrj23qMquPbeoyq49tGsr6DvCtpZ7T16w+tqnLrD62qcusoZzb2spZTDyyJ2lJiCV2/eFiyulrVh/b1GVWH9vUZVYf29RlVh/b1GVWH9vUZVaXbVpodvYkSZIkqYc8jVOSJEmSesjOniRJkiT1kJ09SZIkSeohO3uSJEmS1EN29iRJkiSph+zsSZIkSVIP2dmTJEmSpB6ysydJkiRJPWRnT5IkSZJ66P8DmmTv2pOLDsIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Ano</th>\n",
       "      <th>T1</th>\n",
       "      <th>T2</th>\n",
       "      <th>T3</th>\n",
       "      <th>T4</th>\n",
       "      <th>T5</th>\n",
       "      <th>T6</th>\n",
       "      <th>T7</th>\n",
       "      <th>T8</th>\n",
       "      <th>T9</th>\n",
       "      <th>...</th>\n",
       "      <th>T22</th>\n",
       "      <th>T23</th>\n",
       "      <th>T24</th>\n",
       "      <th>T25</th>\n",
       "      <th>T26</th>\n",
       "      <th>T27</th>\n",
       "      <th>T28</th>\n",
       "      <th>T29</th>\n",
       "      <th>T30</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001.0</td>\n",
       "      <td>3.004803e-09</td>\n",
       "      <td>3.414904e-02</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>...</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>2.528140e-03</td>\n",
       "      <td>5.821846e-03</td>\n",
       "      <td>4.410928e-03</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>0.044594</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>3.004804e-09</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2002.0</td>\n",
       "      <td>4.659809e-05</td>\n",
       "      <td>2.339271e-03</td>\n",
       "      <td>8.397879e-03</td>\n",
       "      <td>1.042661e-03</td>\n",
       "      <td>7.252673e-03</td>\n",
       "      <td>1.969422e-02</td>\n",
       "      <td>7.883740e-02</td>\n",
       "      <td>1.340598e-01</td>\n",
       "      <td>1.458542e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.765760e-03</td>\n",
       "      <td>4.659809e-05</td>\n",
       "      <td>2.103111e-02</td>\n",
       "      <td>1.393430e-02</td>\n",
       "      <td>3.306063e-02</td>\n",
       "      <td>0.039721</td>\n",
       "      <td>1.853845e-02</td>\n",
       "      <td>2.321137e-02</td>\n",
       "      <td>4.109649e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2003.0</td>\n",
       "      <td>5.119150e-09</td>\n",
       "      <td>8.122022e-02</td>\n",
       "      <td>1.642515e-03</td>\n",
       "      <td>2.470227e-02</td>\n",
       "      <td>4.705134e-03</td>\n",
       "      <td>5.119150e-09</td>\n",
       "      <td>4.305840e-02</td>\n",
       "      <td>6.135532e-02</td>\n",
       "      <td>7.278556e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.402342e-03</td>\n",
       "      <td>5.119150e-09</td>\n",
       "      <td>5.119150e-09</td>\n",
       "      <td>5.119150e-09</td>\n",
       "      <td>8.119574e-02</td>\n",
       "      <td>0.077066</td>\n",
       "      <td>5.119150e-09</td>\n",
       "      <td>7.796067e-02</td>\n",
       "      <td>7.173773e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2004.0</td>\n",
       "      <td>5.591191e-03</td>\n",
       "      <td>1.452151e-03</td>\n",
       "      <td>3.098184e-09</td>\n",
       "      <td>1.376038e-02</td>\n",
       "      <td>3.098184e-09</td>\n",
       "      <td>3.098184e-09</td>\n",
       "      <td>1.127947e-02</td>\n",
       "      <td>3.098184e-09</td>\n",
       "      <td>4.175673e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.098184e-09</td>\n",
       "      <td>2.887273e-02</td>\n",
       "      <td>2.052102e-02</td>\n",
       "      <td>5.814844e-03</td>\n",
       "      <td>1.861639e-01</td>\n",
       "      <td>0.074604</td>\n",
       "      <td>6.551337e-03</td>\n",
       "      <td>3.720490e-02</td>\n",
       "      <td>2.236293e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2005.0</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>3.987996e-01</td>\n",
       "      <td>2.860010e-02</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>...</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>4.806799e-02</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>1.331961e-02</td>\n",
       "      <td>0.149462</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>2.262874e-09</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2006.0</td>\n",
       "      <td>1.088631e-05</td>\n",
       "      <td>2.296395e-02</td>\n",
       "      <td>1.088631e-05</td>\n",
       "      <td>1.434413e-02</td>\n",
       "      <td>2.418946e-02</td>\n",
       "      <td>1.088631e-05</td>\n",
       "      <td>8.988131e-02</td>\n",
       "      <td>7.777603e-03</td>\n",
       "      <td>4.574547e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>7.784232e-03</td>\n",
       "      <td>1.485834e-02</td>\n",
       "      <td>1.651269e-02</td>\n",
       "      <td>1.088631e-05</td>\n",
       "      <td>1.093983e-01</td>\n",
       "      <td>0.107842</td>\n",
       "      <td>1.088631e-05</td>\n",
       "      <td>1.361252e-02</td>\n",
       "      <td>1.185099e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2007.0</td>\n",
       "      <td>1.776213e-02</td>\n",
       "      <td>1.776213e-02</td>\n",
       "      <td>1.776213e-02</td>\n",
       "      <td>1.776213e-02</td>\n",
       "      <td>1.808812e-02</td>\n",
       "      <td>1.876135e-02</td>\n",
       "      <td>5.962076e-02</td>\n",
       "      <td>1.822451e-02</td>\n",
       "      <td>3.347465e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.776213e-02</td>\n",
       "      <td>2.537229e-02</td>\n",
       "      <td>1.877005e-02</td>\n",
       "      <td>1.776213e-02</td>\n",
       "      <td>5.395096e-02</td>\n",
       "      <td>0.140846</td>\n",
       "      <td>1.800692e-02</td>\n",
       "      <td>1.870928e-02</td>\n",
       "      <td>1.840137e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2008.0</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.831841e-02</td>\n",
       "      <td>4.301123e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>4.551937e-02</td>\n",
       "      <td>0.053905</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>2.619048e-02</td>\n",
       "      <td>3.373114e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2009.0</td>\n",
       "      <td>2.885801e-03</td>\n",
       "      <td>7.317882e-03</td>\n",
       "      <td>7.754988e-03</td>\n",
       "      <td>4.170175e-03</td>\n",
       "      <td>8.498348e-03</td>\n",
       "      <td>4.881760e-03</td>\n",
       "      <td>5.859221e-02</td>\n",
       "      <td>9.259522e-03</td>\n",
       "      <td>6.445567e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>4.547473e-03</td>\n",
       "      <td>1.477685e-02</td>\n",
       "      <td>8.454974e-03</td>\n",
       "      <td>4.574691e-03</td>\n",
       "      <td>5.026480e-02</td>\n",
       "      <td>0.138565</td>\n",
       "      <td>4.551321e-02</td>\n",
       "      <td>3.197053e-02</td>\n",
       "      <td>1.243509e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010.0</td>\n",
       "      <td>2.266250e-05</td>\n",
       "      <td>9.569448e-03</td>\n",
       "      <td>6.468149e-04</td>\n",
       "      <td>1.377510e-03</td>\n",
       "      <td>1.499018e-02</td>\n",
       "      <td>3.551744e-03</td>\n",
       "      <td>1.658641e-01</td>\n",
       "      <td>7.394539e-03</td>\n",
       "      <td>6.100722e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>1.435735e-04</td>\n",
       "      <td>8.017422e-03</td>\n",
       "      <td>1.265344e-02</td>\n",
       "      <td>4.030578e-03</td>\n",
       "      <td>4.204277e-02</td>\n",
       "      <td>0.263919</td>\n",
       "      <td>1.052125e-02</td>\n",
       "      <td>1.952467e-02</td>\n",
       "      <td>7.923801e-04</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011.0</td>\n",
       "      <td>2.824550e-05</td>\n",
       "      <td>4.664970e-03</td>\n",
       "      <td>1.502399e-03</td>\n",
       "      <td>4.398316e-03</td>\n",
       "      <td>5.936704e-03</td>\n",
       "      <td>2.368039e-03</td>\n",
       "      <td>9.186570e-02</td>\n",
       "      <td>1.556585e-03</td>\n",
       "      <td>5.595811e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>1.081524e-03</td>\n",
       "      <td>1.289096e-02</td>\n",
       "      <td>5.791150e-03</td>\n",
       "      <td>1.032963e-02</td>\n",
       "      <td>2.910027e-02</td>\n",
       "      <td>0.355868</td>\n",
       "      <td>4.820622e-03</td>\n",
       "      <td>1.994801e-02</td>\n",
       "      <td>2.978412e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2012.0</td>\n",
       "      <td>2.529954e-04</td>\n",
       "      <td>6.112669e-03</td>\n",
       "      <td>2.503331e-03</td>\n",
       "      <td>3.350006e-03</td>\n",
       "      <td>1.309718e-02</td>\n",
       "      <td>1.358434e-02</td>\n",
       "      <td>4.156644e-02</td>\n",
       "      <td>2.919428e-03</td>\n",
       "      <td>2.107190e-03</td>\n",
       "      <td>...</td>\n",
       "      <td>1.037125e-03</td>\n",
       "      <td>6.056421e-02</td>\n",
       "      <td>2.150380e-02</td>\n",
       "      <td>1.355169e-03</td>\n",
       "      <td>1.756057e-02</td>\n",
       "      <td>0.141760</td>\n",
       "      <td>8.220309e-03</td>\n",
       "      <td>1.914217e-02</td>\n",
       "      <td>1.462167e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2013.0</td>\n",
       "      <td>9.654931e-05</td>\n",
       "      <td>1.536492e-02</td>\n",
       "      <td>1.001324e-02</td>\n",
       "      <td>8.595829e-03</td>\n",
       "      <td>3.612892e-02</td>\n",
       "      <td>9.516508e-03</td>\n",
       "      <td>3.455339e-02</td>\n",
       "      <td>8.085602e-03</td>\n",
       "      <td>2.300933e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>4.409428e-03</td>\n",
       "      <td>1.240545e-02</td>\n",
       "      <td>1.214551e-02</td>\n",
       "      <td>2.654692e-02</td>\n",
       "      <td>5.491069e-02</td>\n",
       "      <td>0.107486</td>\n",
       "      <td>1.297783e-02</td>\n",
       "      <td>4.899343e-02</td>\n",
       "      <td>2.984867e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014.0</td>\n",
       "      <td>6.864732e-05</td>\n",
       "      <td>5.528907e-03</td>\n",
       "      <td>1.165647e-02</td>\n",
       "      <td>2.391061e-02</td>\n",
       "      <td>6.092988e-02</td>\n",
       "      <td>7.717798e-03</td>\n",
       "      <td>3.642016e-02</td>\n",
       "      <td>1.751332e-02</td>\n",
       "      <td>4.332673e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>4.909572e-03</td>\n",
       "      <td>7.205648e-03</td>\n",
       "      <td>8.642397e-03</td>\n",
       "      <td>3.197405e-02</td>\n",
       "      <td>1.097798e-01</td>\n",
       "      <td>0.048994</td>\n",
       "      <td>2.817783e-02</td>\n",
       "      <td>4.342325e-02</td>\n",
       "      <td>2.655346e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2015.0</td>\n",
       "      <td>4.261548e-04</td>\n",
       "      <td>7.191592e-03</td>\n",
       "      <td>9.977314e-03</td>\n",
       "      <td>2.273600e-02</td>\n",
       "      <td>6.157081e-02</td>\n",
       "      <td>3.891113e-02</td>\n",
       "      <td>1.383930e-02</td>\n",
       "      <td>1.305849e-02</td>\n",
       "      <td>3.904962e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.404941e-02</td>\n",
       "      <td>7.035503e-03</td>\n",
       "      <td>7.538558e-03</td>\n",
       "      <td>8.988991e-03</td>\n",
       "      <td>7.773192e-02</td>\n",
       "      <td>0.027976</td>\n",
       "      <td>2.569046e-02</td>\n",
       "      <td>4.718534e-02</td>\n",
       "      <td>1.848178e-02</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016.0</td>\n",
       "      <td>2.366854e-05</td>\n",
       "      <td>8.638674e-03</td>\n",
       "      <td>5.690749e-03</td>\n",
       "      <td>2.947930e-02</td>\n",
       "      <td>5.136559e-02</td>\n",
       "      <td>9.777059e-03</td>\n",
       "      <td>2.037459e-02</td>\n",
       "      <td>3.148718e-02</td>\n",
       "      <td>3.198068e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>6.352342e-02</td>\n",
       "      <td>7.825407e-03</td>\n",
       "      <td>1.054952e-02</td>\n",
       "      <td>4.392082e-03</td>\n",
       "      <td>8.821490e-02</td>\n",
       "      <td>0.062416</td>\n",
       "      <td>1.664918e-02</td>\n",
       "      <td>4.342071e-02</td>\n",
       "      <td>2.365077e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017.0</td>\n",
       "      <td>1.109536e-04</td>\n",
       "      <td>1.419613e-02</td>\n",
       "      <td>4.624648e-02</td>\n",
       "      <td>2.887315e-02</td>\n",
       "      <td>4.789863e-02</td>\n",
       "      <td>2.890611e-03</td>\n",
       "      <td>5.125010e-02</td>\n",
       "      <td>5.731118e-03</td>\n",
       "      <td>6.006921e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>5.067191e-03</td>\n",
       "      <td>3.903644e-03</td>\n",
       "      <td>1.248024e-02</td>\n",
       "      <td>7.784449e-03</td>\n",
       "      <td>7.244358e-02</td>\n",
       "      <td>0.042670</td>\n",
       "      <td>2.178079e-02</td>\n",
       "      <td>5.653217e-02</td>\n",
       "      <td>3.784018e-03</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018.0</td>\n",
       "      <td>3.668879e-02</td>\n",
       "      <td>9.463248e-03</td>\n",
       "      <td>9.335025e-03</td>\n",
       "      <td>1.019411e-02</td>\n",
       "      <td>1.960561e-02</td>\n",
       "      <td>7.147881e-03</td>\n",
       "      <td>1.913530e-02</td>\n",
       "      <td>1.048816e-02</td>\n",
       "      <td>2.749709e-02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.446517e-03</td>\n",
       "      <td>8.109745e-03</td>\n",
       "      <td>5.039688e-02</td>\n",
       "      <td>1.264139e-03</td>\n",
       "      <td>4.407140e-02</td>\n",
       "      <td>0.048984</td>\n",
       "      <td>9.364538e-03</td>\n",
       "      <td>2.139654e-02</td>\n",
       "      <td>2.387219e-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>7.746452e-02</td>\n",
       "      <td>1.814412e-03</td>\n",
       "      <td>1.822138e-02</td>\n",
       "      <td>1.314762e-02</td>\n",
       "      <td>3.222447e-02</td>\n",
       "      <td>8.378551e-03</td>\n",
       "      <td>1.071726e-02</td>\n",
       "      <td>3.189077e-03</td>\n",
       "      <td>1.037155e-01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.517203e-03</td>\n",
       "      <td>1.036471e-02</td>\n",
       "      <td>1.135523e-02</td>\n",
       "      <td>6.974155e-03</td>\n",
       "      <td>4.748870e-02</td>\n",
       "      <td>0.083990</td>\n",
       "      <td>1.189936e-02</td>\n",
       "      <td>3.498776e-02</td>\n",
       "      <td>1.237684e-01</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Ano            T1            T2            T3            T4  \\\n",
       "0  2001.0  3.004803e-09  3.414904e-02  3.004804e-09  3.004804e-09   \n",
       "0  2002.0  4.659809e-05  2.339271e-03  8.397879e-03  1.042661e-03   \n",
       "0  2003.0  5.119150e-09  8.122022e-02  1.642515e-03  2.470227e-02   \n",
       "0  2004.0  5.591191e-03  1.452151e-03  3.098184e-09  1.376038e-02   \n",
       "0  2005.0  2.262874e-09  2.262874e-09  2.262874e-09  2.262874e-09   \n",
       "0  2006.0  1.088631e-05  2.296395e-02  1.088631e-05  1.434413e-02   \n",
       "0  2007.0  1.776213e-02  1.776213e-02  1.776213e-02  1.776213e-02   \n",
       "0  2008.0  2.619048e-02  2.619048e-02  2.619048e-02  2.619048e-02   \n",
       "0  2009.0  2.885801e-03  7.317882e-03  7.754988e-03  4.170175e-03   \n",
       "0  2010.0  2.266250e-05  9.569448e-03  6.468149e-04  1.377510e-03   \n",
       "0  2011.0  2.824550e-05  4.664970e-03  1.502399e-03  4.398316e-03   \n",
       "0  2012.0  2.529954e-04  6.112669e-03  2.503331e-03  3.350006e-03   \n",
       "0  2013.0  9.654931e-05  1.536492e-02  1.001324e-02  8.595829e-03   \n",
       "0  2014.0  6.864732e-05  5.528907e-03  1.165647e-02  2.391061e-02   \n",
       "0  2015.0  4.261548e-04  7.191592e-03  9.977314e-03  2.273600e-02   \n",
       "0  2016.0  2.366854e-05  8.638674e-03  5.690749e-03  2.947930e-02   \n",
       "0  2017.0  1.109536e-04  1.419613e-02  4.624648e-02  2.887315e-02   \n",
       "0  2018.0  3.668879e-02  9.463248e-03  9.335025e-03  1.019411e-02   \n",
       "0  2019.0  7.746452e-02  1.814412e-03  1.822138e-02  1.314762e-02   \n",
       "\n",
       "             T5            T6            T7            T8            T9  ...  \\\n",
       "0  3.004804e-09  3.004804e-09  3.004804e-09  3.004804e-09  3.004804e-09  ...   \n",
       "0  7.252673e-03  1.969422e-02  7.883740e-02  1.340598e-01  1.458542e-02  ...   \n",
       "0  4.705134e-03  5.119150e-09  4.305840e-02  6.135532e-02  7.278556e-02  ...   \n",
       "0  3.098184e-09  3.098184e-09  1.127947e-02  3.098184e-09  4.175673e-02  ...   \n",
       "0  2.262874e-09  2.262874e-09  3.987996e-01  2.860010e-02  2.262874e-09  ...   \n",
       "0  2.418946e-02  1.088631e-05  8.988131e-02  7.777603e-03  4.574547e-02  ...   \n",
       "0  1.808812e-02  1.876135e-02  5.962076e-02  1.822451e-02  3.347465e-02  ...   \n",
       "0  2.619048e-02  2.831841e-02  4.301123e-02  2.619048e-02  2.619048e-02  ...   \n",
       "0  8.498348e-03  4.881760e-03  5.859221e-02  9.259522e-03  6.445567e-03  ...   \n",
       "0  1.499018e-02  3.551744e-03  1.658641e-01  7.394539e-03  6.100722e-03  ...   \n",
       "0  5.936704e-03  2.368039e-03  9.186570e-02  1.556585e-03  5.595811e-03  ...   \n",
       "0  1.309718e-02  1.358434e-02  4.156644e-02  2.919428e-03  2.107190e-03  ...   \n",
       "0  3.612892e-02  9.516508e-03  3.455339e-02  8.085602e-03  2.300933e-02  ...   \n",
       "0  6.092988e-02  7.717798e-03  3.642016e-02  1.751332e-02  4.332673e-02  ...   \n",
       "0  6.157081e-02  3.891113e-02  1.383930e-02  1.305849e-02  3.904962e-02  ...   \n",
       "0  5.136559e-02  9.777059e-03  2.037459e-02  3.148718e-02  3.198068e-02  ...   \n",
       "0  4.789863e-02  2.890611e-03  5.125010e-02  5.731118e-03  6.006921e-02  ...   \n",
       "0  1.960561e-02  7.147881e-03  1.913530e-02  1.048816e-02  2.749709e-02  ...   \n",
       "0  3.222447e-02  8.378551e-03  1.071726e-02  3.189077e-03  1.037155e-01  ...   \n",
       "\n",
       "            T22           T23           T24           T25           T26  \\\n",
       "0  3.004804e-09  2.528140e-03  5.821846e-03  4.410928e-03  3.004804e-09   \n",
       "0  1.765760e-03  4.659809e-05  2.103111e-02  1.393430e-02  3.306063e-02   \n",
       "0  1.402342e-03  5.119150e-09  5.119150e-09  5.119150e-09  8.119574e-02   \n",
       "0  3.098184e-09  2.887273e-02  2.052102e-02  5.814844e-03  1.861639e-01   \n",
       "0  2.262874e-09  2.262874e-09  4.806799e-02  2.262874e-09  1.331961e-02   \n",
       "0  7.784232e-03  1.485834e-02  1.651269e-02  1.088631e-05  1.093983e-01   \n",
       "0  1.776213e-02  2.537229e-02  1.877005e-02  1.776213e-02  5.395096e-02   \n",
       "0  2.619048e-02  2.619048e-02  2.619048e-02  2.619048e-02  4.551937e-02   \n",
       "0  4.547473e-03  1.477685e-02  8.454974e-03  4.574691e-03  5.026480e-02   \n",
       "0  1.435735e-04  8.017422e-03  1.265344e-02  4.030578e-03  4.204277e-02   \n",
       "0  1.081524e-03  1.289096e-02  5.791150e-03  1.032963e-02  2.910027e-02   \n",
       "0  1.037125e-03  6.056421e-02  2.150380e-02  1.355169e-03  1.756057e-02   \n",
       "0  4.409428e-03  1.240545e-02  1.214551e-02  2.654692e-02  5.491069e-02   \n",
       "0  4.909572e-03  7.205648e-03  8.642397e-03  3.197405e-02  1.097798e-01   \n",
       "0  1.404941e-02  7.035503e-03  7.538558e-03  8.988991e-03  7.773192e-02   \n",
       "0  6.352342e-02  7.825407e-03  1.054952e-02  4.392082e-03  8.821490e-02   \n",
       "0  5.067191e-03  3.903644e-03  1.248024e-02  7.784449e-03  7.244358e-02   \n",
       "0  1.446517e-03  8.109745e-03  5.039688e-02  1.264139e-03  4.407140e-02   \n",
       "0  6.517203e-03  1.036471e-02  1.135523e-02  6.974155e-03  4.748870e-02   \n",
       "\n",
       "        T27           T28           T29           T30  Total  \n",
       "0  0.044594  3.004804e-09  3.004804e-09  3.004804e-09    1.0  \n",
       "0  0.039721  1.853845e-02  2.321137e-02  4.109649e-03    1.0  \n",
       "0  0.077066  5.119150e-09  7.796067e-02  7.173773e-03    1.0  \n",
       "0  0.074604  6.551337e-03  3.720490e-02  2.236293e-02    1.0  \n",
       "0  0.149462  2.262874e-09  2.262874e-09  2.262874e-09    1.0  \n",
       "0  0.107842  1.088631e-05  1.361252e-02  1.185099e-02    1.0  \n",
       "0  0.140846  1.800692e-02  1.870928e-02  1.840137e-02    1.0  \n",
       "0  0.053905  2.619048e-02  2.619048e-02  3.373114e-02    1.0  \n",
       "0  0.138565  4.551321e-02  3.197053e-02  1.243509e-02    1.0  \n",
       "0  0.263919  1.052125e-02  1.952467e-02  7.923801e-04    1.0  \n",
       "0  0.355868  4.820622e-03  1.994801e-02  2.978412e-03    1.0  \n",
       "0  0.141760  8.220309e-03  1.914217e-02  1.462167e-02    1.0  \n",
       "0  0.107486  1.297783e-02  4.899343e-02  2.984867e-03    1.0  \n",
       "0  0.048994  2.817783e-02  4.342325e-02  2.655346e-03    1.0  \n",
       "0  0.027976  2.569046e-02  4.718534e-02  1.848178e-02    1.0  \n",
       "0  0.062416  1.664918e-02  4.342071e-02  2.365077e-03    1.0  \n",
       "0  0.042670  2.178079e-02  5.653217e-02  3.784018e-03    1.0  \n",
       "0  0.048984  9.364538e-03  2.139654e-02  2.387219e-01    1.0  \n",
       "0  0.083990  1.189936e-02  3.498776e-02  1.237684e-01    1.0  \n",
       "\n",
       "[19 rows x 32 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compute avg theta given documents interval and total number of topics\n",
    "# return: list containing avg probability for each topic (list length: no_topics)\n",
    "def compute_avg_theta(range_init, range_end, no_topics):\n",
    "    topics_list = [0.0] * no_topics\n",
    "    total = range_end - range_init\n",
    "    total_sum = 0\n",
    "    for i, row in enumerate(lda_model[corpus]):    \n",
    "        if i in range(range_init,range_end):\n",
    "            for j, (topic_num, prop_topic) in enumerate(row):\n",
    "                topics_list[topic_num] += prop_topic\n",
    "    for i, prop in enumerate(topics_list):\n",
    "        topics_list[i] = prop / total\n",
    "        total_sum += topics_list[i]\n",
    "        \n",
    "    ## normalize with remaining\n",
    "    remaining = 1.0 - total_sum\n",
    "    add_each = remaining / len(topics_list)\n",
    "    \n",
    "    total_sum = 0\n",
    "    for i, val in enumerate(topics_list):\n",
    "        topics_list[i] = val+add_each\n",
    "        total_sum += topics_list[i]\n",
    "    \n",
    "    if total_sum > 1.0:\n",
    "        previous = topics_list[0]\n",
    "        topics_list[0] -= (total_sum - 1.0)\n",
    "        total_sum -= (previous-topics_list[0])\n",
    "        \n",
    "    return total_sum, topics_list\n",
    "\n",
    "def build_thetas(topics_list, total_sum, year):\n",
    "    thetas_df = pd.DataFrame()\n",
    "    thetas_df = thetas_df.append(pd.Series([int(year)]), ignore_index=True)\n",
    "    for i in range(num_topics):\n",
    "        theta_topic = pd.Series(topics_list[i])\n",
    "        thetas_df = pd.concat([thetas_df, theta_topic], axis=1)\n",
    "    total_sum_topic = pd.Series(total_sum)\n",
    "    thetas_df = pd.concat([thetas_df, total_sum_topic], axis=1)\n",
    "    list_columns = ['Ano']\n",
    "    for i in range(1,num_topics+1):\n",
    "        topic_id = 'T' + str(i)\n",
    "        list_columns.append(topic_id)\n",
    "    list_columns.append('Total')\n",
    "    thetas_df.columns = list_columns\n",
    "    return thetas_df\n",
    "    \n",
    "def plot_chart(topics_list,year):\n",
    "    plt.rcParams['figure.figsize'] = [15, 1]\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "\n",
    "    N = len(topics_list)\n",
    "\n",
    "    ind = np.arange(0,N)            \n",
    "    width = 0.7                     \n",
    "\n",
    "    rects1 = ax.bar(ind, topics_list, width,color='blue')\n",
    "\n",
    "    ax.set_xlim(-width,len(ind)+width)\n",
    "    ax.set_ylim(0,0.15)\n",
    "    ax.set_ylabel('Theta')\n",
    "    ax.set_title(year)\n",
    "    xTickMarks = ['T'+str(i) for i in range(1,45)]\n",
    "    ax.set_xticks(ind)\n",
    "    xtickNames = ax.set_xticklabels(xTickMarks)\n",
    "    plt.setp(xtickNames, rotation=45, fontsize=10)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "    \n",
    "year = 2001\n",
    "thetas_df_final = pd.DataFrame()\n",
    "for i in range(len(indexes)-2):\n",
    "    index = indexes[i]\n",
    "    total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "    thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "    thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "    plot_chart(topics_list,year)\n",
    "    year += 1\n",
    "    \n",
    "i = len(indexes)-2\n",
    "index = indexes[i]\n",
    "total_sum, topics_list = compute_avg_theta(index,indexes[i+1],lda_model.num_topics)\n",
    "thetas_df = build_thetas(topics_list, total_sum, year)\n",
    "thetas_df_final = thetas_df_final.append(thetas_df)\n",
    "plot_chart(topics_list,year)\n",
    "\n",
    "thetas_df_final"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exporta resultados para arquivos .csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "thetas_df_final.to_csv('media-antt-option2-thetas.csv',index=False)\n",
    "topics_df.to_csv('media-antt-option2-topics.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "topics_df_transpose = pd.DataFrame()\n",
    "topn_words = 30\n",
    "\n",
    "header = ['Topico']\n",
    "for i in range(1,topn_words+1):\n",
    "    header.extend([i])\n",
    "for topic_num in range(num_topics):\n",
    "        topic_row = lda_model.show_topic(topic_num,topn_words)\n",
    "        \n",
    "        my_list = ['T'+(str(topic_num+1))]\n",
    "        for word,prop in topic_row:\n",
    "            my_list.extend([word])\n",
    "        topics_df_transpose = topics_df_transpose.append(pd.Series(my_list), ignore_index=True)\n",
    "topics_df_transpose.columns = header\n",
    "\n",
    "writer = pd.ExcelWriter('media-antt-option2.xlsx')\n",
    "topics_df_transpose.T.to_excel(writer,'media-antt-option2-topics',index=False,header=False)\n",
    "thetas_df_final.to_excel(writer,'media-antt-option2-thetas',index=False)\n",
    "writer.save()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tópicos na forma de word cloud (o tamanho da fonte indica a relevância da palavra no tópico):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def generate_wordcloud_and_plot(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    ##wordcloud = WordCloud().generate_from_frequencies(frequencies=d)\n",
    "    ##plt.imshow(wordcloud, interpolation='bilinear')\n",
    "    ##plt.axis(\"off\")\n",
    "\n",
    "    # lower max_font_size\n",
    "    wordcloud = WordCloud(max_font_size=40,background_color='white').generate_from_frequencies(frequencies=d)\n",
    "    plt.figure()\n",
    "    plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    plt.axis(\"off\")\n",
    "    plt.show()\n",
    "\n",
    "    # The pil way (if you don't have matplotlib)\n",
    "    # image = wordcloud.to_image()\n",
    "    # image.show()\n",
    "    \n",
    "def generate_wordcloud(d):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    wordcloud = WordCloud(max_font_size=220,width=2400, height=1200,background_color='black',colormap='tab10').generate_from_frequencies(frequencies=d)\n",
    "    return wordcloud\n",
    "    \n",
    "    \n",
    "    \n",
    "def build_frequencies_topics(no_top_words):\n",
    "    from wordcloud import WordCloud\n",
    "    import matplotlib.pyplot as plt\n",
    "    \n",
    "    f = plt.figure(figsize=(20,10))\n",
    "    for topic_idx in range(0,num_topics):\n",
    "        d = {}\n",
    "        topic_tuple = lda_model.show_topic(topic_idx,no_top_words)\n",
    "        for (topic, weight) in topic_tuple:\n",
    "            d[topic] = weight\n",
    "        #print ('Tópico %d:' % topic_idx)\n",
    "        wordcloud = generate_wordcloud(d)\n",
    "\n",
    "        f.add_subplot(6,5, topic_idx+1)\n",
    "        plt.text(0, -15, 'Tópico %d' % (topic_idx+1), fontsize=10)\n",
    "        plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "        plt.axis(\"off\")\n",
    "        \n",
    "    plt.show(block=True)\n",
    "    f.savefig('media-antt-wordcloud-2.eps')\n",
    "    f.savefig('media-antt-wordcloud-2.png')\n",
    "\n",
    "    #plt.figure()\n",
    "    #f, axarr = plt.subplots(2,2)\n",
    "    #axarr[0,0].imshow(wordcloud, interpolation=\"bilinear\")\n",
    "\n",
    "    #plt.figure()\n",
    "    #plt.imshow(wordcloud, interpolation=\"bilinear\")\n",
    "    #plt.axis(\"off\")\n",
    "    #plt.show()\n",
    "    \n",
    "build_frequencies_topics(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
